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[[File:Web 2.0 Map.svg|thumb|right|250px|A [[tag cloud]] with terms related to [[Web 2.0]]]]
[[File:Web 2.0 Map.svg|thumb|right|250px|A [[tag cloud]] with terms related to [[Web 2.0]]]]


In [[information system]]s, a '''tag''' is a non-hierarchical [[index term|keyword or term]] assigned to a piece of information (such as an [[Bookmark (World Wide Web)|Internet bookmark]], digital image, or [[computer file]]). This kind of [[metadata]] helps describe an item and allows it to be found again by browsing or searching. Tags are generally chosen informally and personally by the item's creator or by its viewer, depending on the system.
In [[information system]]s, a '''tag''' is a [[Index term|keyword or term]] assigned to a piece of information (such as an [[Bookmark (World Wide Web)|Internet bookmark]], [[digital image]], database [[Record (computer science)|record]], or [[computer file]]). This kind of [[metadata]] helps describe an item and allows it to be found again by browsing or searching.<ref>Some users, however, see tags not as metadata but as "just more content": {{cite book |last1=Berendt |first1=Bettina |last2=Hanser |first2=Christoph |date=2007 |chapter=Tags are not metadata, but 'just more content'—to some people |title=Proceedings of the International Conference on Weblogs and Social Media (ICWSM), Boulder, Colorado, USA, March 26–28, 2007 |location=Menlo Park, CA |publisher=[[International Joint Conferences on Artificial Intelligence]] |oclc=799635928 |chapterurl=http://icwsm.org/papers/2--Berendt-Hanser.pdf}}</ref> Tags are generally chosen informally and personally by the item's creator or by its viewer, depending on the system, although they may also be chosen from a [[controlled vocabulary]].<ref name="Smith2008">{{cite book |last=Smith |first=Gene |date=2008 |title=Tagging: people-powered metadata for the social web |location=Berkeley |publisher=[[New Riders Press]] |isbn=9780321529176 |oclc=154806677}}</ref>{{rp|68}}


Tagging was popularized by [[website]]s associated with [[Web 2.0]] and is an important feature of many Web 2.0 services.<ref name="Smith2008"/><ref name="Breslin-et-al-2009">{{cite book |last1=Breslin |first1=John G. |last2=Passant |first2=Alexandre |last3=Decker |first3=Stefan |date=2009 |title=The social semantic web |location=Heidelberg; New York |publisher=[[Springer-Verlag]] |isbn=9783642011719 |oclc=506401195 |doi=10.1007/978-3-642-01172-6}}</ref> It is now also part of other [[database system]]s, [[desktop application]]s, and [[operating system]]s.<ref name="JonesHafner2012">{{cite book |last1=Jones |first1=Rodney H. |last2=Hafner |first2=Christoph A. |date=2012 |chapter=Networks and organization |title=Understanding digital literacies: a practical introduction |location=Milton Park, Abingdon, Oxon; New York |publisher=[[Routledge]] |pages=23–28 |isbn=9780415673167 |oclc=711041611 |chapterurl=https://books.google.com/books?id=-uySkGNM4RAC&pg=PA23}}</ref>
Tagging was popularized by websites associated with [[Web 2.0]] and is an important feature of many Web 2.0 services. It is now also part of some desktop software and [[operating system]]s, including as [[tags assigned to files]].


==History==
==Overview==
People use tags to aid [[Classification (machine learning)|classification]], mark ownership, note [[Boundary critique|boundaries]], and indicate [[online identity]]. Tags may take the form of words, images, or other identifying marks. An analogous example of tags in the physical world is [[museum]] object tagging. People were using textual keywords to organize information and objects long before computers. Computer based [[search algorithm]]s made the use of keywords a rapid way of exploring records.


Tagging gained popularity due to the growth of [[social bookmarking]], [[image sharing]], and [[social networking]] websites.<ref name="Smith2008"/> These sites allow users to create and manage labels (or "tags") that categorize content using simple keywords. Websites that include tags often display collections of tags as [[tag cloud]]s,<ref name="Blogs">For example, [[Blogger]] and [[WordPress]] can display tag clouds.</ref> as do some desktop applications.<ref name="DesktopTagCloud">For example: Leap is a [[macOS]] application that features a clickable tag cloud of macOS tags: {{cite web |title=Leap on the Mac App Store |url=https://itunes.apple.com/us/app/leap/id406510909 |website=itunes.apple.com |accessdate=10 March 2017}} TaggTool is a [[Windows]] application that permits tagging files and displaying a tag cloud: {{cite web |last=Henry |first=Alan |date=28 April 2010 |title=TaggTool: organize your files by keyword |url=http://appscout.pcmag.com/utilities/270236-taggtool-organize-your-files-by-keyword |website=pcmag.com |publisher=[[PC Magazine]] |accessdate=10 March 2017 |archiveurl=https://web.archive.org/web/20150711002811/http://appscout.pcmag.com/utilities/270236-taggtool-organize-your-files-by-keyword |archivedate=11 July 2015}}</ref> On websites that aggregate the tags of all users, an individual user's tags can be useful both to them and to the larger community of the website's users.
Labeling and tagging are carried out to perform functions such as aiding in [[Classification (machine learning)|classification]], marking ownership, noting boundaries, and indicating [[online identity]]. They may take the form of words, images, or other identifying marks. An analogous example of tags in the physical world is museum object tagging. In the organization of information and objects, the use of textual keywords as part of identification and classification long predates computers. However, computer based searching made the use of keywords a rapid way of exploring records.


Tagging systems have been sometimes been classified into two kinds: ''top-down'' and ''bottom-up''.<ref name="Breslin-et-al-2009"/>{{rp|142}}<ref name="JonesHafner2012"/>{{rp|24}} Top-down [[Taxonomy (general)|taxonomies]] are created by an authorized group of designers (sometimes in the form of a [[controlled vocabulary]]), whereas bottom-up taxonomies (called [[Folksonomy|folksonomies]]) are created by all users.<ref name="Breslin-et-al-2009"/>{{rp|142}} This definition of "top down" and "bottom up" should not be confused with the distinction between a ''single hierarchical'' [[tree structure]] (in which there is one correct way to classify each item) versus ''multiple non-hierarchical'' [[Set (abstract data type)|set]]s (in which there are multiple ways to classify an item); the structure of both top-down and bottom-up taxonomies may be either hierarchical, non-hierarchical, or a combination of both.<ref name="Breslin-et-al-2009"/>{{rp|142–143}} Some researchers and applications have experimented with combining hierarchical and non-hierarchical tagging to aid in information retrieval.<ref>{{cite techreport |last1=Heymann |first1=Paul |last2=Garcia-Molina |first2=Hector |date=2006 |title=Collaborative creation of communal hierarchical taxonomies in social tagging systems |institution=[[Stanford University]] |url=http://ilpubs.stanford.edu/775/}} Summarized in: {{cite web |last=Heymann |first=Paul |date=2006 |title=Tag hierarchies |url=http://infolab.stanford.edu/~heymann/taghierarchy.html |accessdate=10 March 2017 |archiveurl=https://web.archive.org/web/20160625094513/http://infolab.stanford.edu/~heymann/taghierarchy.html |website=infolab.stanford.edu |archivedate=25 June 2016}}</ref><ref>{{cite journal |last1=Quintarelli |first1=Emanuele |last2=Resmini |first2=Andrea |last3=Rosati |first3=Luca |date=June 2007 |title=Information architecture: Facetag: integrating bottom-up and top-down classification in a social tagging system |journal=[[Bulletin of the American Society for Information Science and Technology]] |volume=33 |issue=5 |pages=10–15 |doi=10.1002/bult.2007.1720330506 |url=http://onlinelibrary.wiley.com/doi/10.1002/bult.2007.1720330506/full}}</ref><ref>{{cite book |last1=Wu |first1=Harris |last2=Zubair |first2=Mohammad |last3=Maly |first3=Kurt |date=2007 |chapter=Collaborative classification of growing collections with evolving facets |title=Proceedings of the eighteenth conference on hypertext and hypermedia, Manchester, UK, September 10–12, 2007 |series=HT '07 |location=New York |publisher=[[Association for Computing Machinery]] |pages=167–170 |isbn=9781595938206 |doi=10.1145/1286240.1286289 |chapterurl=http://dl.acm.org/citation.cfm?id=1286289}}</ref><ref>DEVONthink is an example of a desktop application featuring multiple hierarchical tagging: {{cite web |last=Wessel |first=Daniel |date=19 July 2012 |title=Quick hierarchical tagging in DEVONthink |url=http://www.organizingcreativity.com/2012/07/quick-hierarchical-tagging-in-devonthink/ |website=organizingcreativity.com |accessdate=10 March 2017 |archiveurl=https://web.archive.org/web/20161223075506/http://www.organizingcreativity.com/2012/07/quick-hierarchical-tagging-in-devonthink/ |archivedate=23 December 2016}}</ref> Others are combining top-down and bottom-up tagging,<ref>{{cite book |last1=Carcillo |first1=Franco |last2=Rosati |first2=Luca |date=2007 |chapter=Tags for citizens: integrating top-down and bottom-up classification in the Turin municipality website |editor-last=Schuler |editor-first=Douglas |title=Online communities and social computing: second international conference, OCSC 2007, held as part of HCI International 2007, Beijing, China, July 22–27, 2007: proceedings |volume=4564 |location=Berlin; New York |publisher=[[Springer-Verlag]] |pages=256–264 |isbn=9783540732563 |oclc=184906067 |doi=10.1007/978-3-540-73257-0_29}}</ref> including in some large library catalogs ([[OPAC]]s) such as [[WorldCat]].<ref>{{cite journal |last=Wilson |first=Katie |date=2007 |title=OPAC 2.0: next generation online library catalogues ride the Web 2.0 wave! |journal=Online Currents |volume=21 |issue=10 |pages=406–413 |url=https://works.bepress.com/katie_wilson/14/}}</ref><ref name="Yee">{{cite book |last=Yee |first=Raymond |date=2008 |chapter=Understanding tagging and folksonomies |title=Pro Web 2.0 mashups: remixing data and Web services |series=The expert's voice in Web development |location=Berkeley |publisher=[[Apress]] |pages=61–75 |isbn=9781590598580 |oclc=148910044 |doi=10.1007/978-1-4302-0286-8_3 |chapterurl=https://books.google.com/books?id=eGdLbRZ5AX0C&pg=PA61}}</ref>{{rp|74}}<ref>{{cite web |last=Willey |first=Eric |date=2011 |title=A cautious partnership: the growing acceptance of folksonomy as a complement to indexing digital images and catalogs |url=http://ir.library.illinoisstate.edu/fpml/57/ |publisher=Library Student Journal |website=illinoisstate.edu |accessdate=10 March 2017}}</ref><ref>{{cite journal |last=Gerolimos |first=Michalis |date=January 2013 |title=Tagging for libraries: a review of the effectiveness of tagging systems for library catalogs |journal=Journal of Library Metadata |volume=13 |issue=1 |pages=36–58 |doi=10.1080/19386389.2013.778730}}</ref> When tags or other taxonomies have further properties (or [[Semantics (computer science)|semantics]]) such as [[Relation (philosophy)|relationship]]s and [[Attribute (computing)|attribute]]s, they constitute an [[Ontology (information science)|ontology]].<ref name="Breslin-et-al-2009"/>{{rp|56–62}}
[[File:A Description of the Equator and Some Otherlands, collaborative hypercinema portal Upload page.jpg|thumb|A Description of the Equator and Some Otherlands, collaborative hypercinema portal, produced by documenta X, 1997. User upload page associating user contributed media with the term ''Tag''.]] Online and Internet databases and early websites deployed them as a way for publishers to help users find content. In 1997, the collaborative portal "A Description of the Equator and Some Other Lands" produced by [[documenta]] X, Germany, coined the folksonomic term ''Tag'' for its co-authors and guest authors on its Upload page. In "The Equator" the term ''Tag'' for user-input was described as an ''abstract literal or keyword'' to aid the user. Turned out in Web 1.0 days, all "Otherlands" users defined singular ''Tags'', and did not share ''Tags'' at that point.


==History==
In 2003, the [[social bookmarking]] website [[Delicious (website)|Delicious]] provided a way for its users to add "tags" to their bookmarks (as a way to help find them later); Delicious also provided browseable aggregated views of the bookmarks of all users featuring a particular tag.<ref>[http://flickr.com/photos/joshu/765809051/in/set-72157600740166824/ Screenshot of tags on del.icio.us] in 2004 and [http://flickr.com/photos/joshu/765817375/in/set-72157600740166824/ Screenshot of a tag page on del.icio.us], also in 2004, both published by [[Joshua Schachter]] on July 9, 2007.</ref> [[Flickr]] allowed its users to add their own text tags to each of their pictures, constructing flexible and easy metadata that made the pictures highly searchable.<ref>[http://www.adaptivepath.com/ideas/essays/archives/000519.php "An Interview with Flickr's Eric Costello"] by Jesse James Garrett, published on August 4, 2005. Quote: "Tags were not in the initial version of Flickr. Stewart Butterfield...liked the way they worked on del.icio.us, the social bookmarking application. We added very simple tagging functionality, so you could tag your photos, and then look at all your photos with a particular tag, or any one person's photos with a particular tag."</ref> The success of Flickr and the influence of Delicious popularized the concept,<ref>An example is [http://www.adammathes.com/academic/computer-mediated-communication/folksonomies.html "Folksonomies - Cooperative Classification and Communication Through Shared Metadata"] by Adam Mathes, December 2004. It focuses on tagging in Delicious and Flickr.</ref> and other [[social software]] websites&nbsp;– such as [[YouTube]], [[Technorati]], and [[Last.fm]]&nbsp;– also implemented tagging. Other traditional and web applications have incorporated the concept such as "Labels" in [[Gmail]] and the ability to add and edit tags in [[iTunes]] or [[Winamp]].
The use of keywords as part of an identification and classification system long predates computers. [[Paper data storage]] devices, notably [[edge-notched card]]s, that permitted classification and sorting by multiple criteria were already in use prior to the twentieth century, and [[faceted classification]] has been used by libraries since the 1930s.


Tagging has gained wide popularity due to the growth of social networking, photography sharing and bookmarking sites. These sites allow users to create and manage labels (or "tags") that categorize content using simple keywords. The use of keywords as part of an identification and classification system long predates computers. In the early days of the web keywords meta tags were used by web page designers to tell search engines what the web page was about. Today's tagging takes the meta keywords concept and re-uses it. The users add the tags. The tags are clearly visible, and are themselves links to other items that share that keyword tag.
[[Online database]]s and early websites deployed keyword tags as a way for publishers to help users find content. In the early days of the [[World Wide Web]], the <code>keywords</code> [[meta element]] was used by [[web designer]]s to tell [[web search engine]]s what the web page was about, but these keywords were only visible in a web page's [[source code]] and were not modifiable by users.


[[File:A Description of the Equator and Some Otherlands, collaborative hypercinema portal Upload page.jpg|thumb|"A Description of the Equator and Some ØtherLands", collaborative hypercinema portal, produced by documenta X, 1997. User upload page associating user contributed media with the term ''Tag''.]] In 1997, the collaborative portal "A Description of the Equator and Some ØtherLands" produced by [[documenta]] X, Germany, coined the [[Folksonomy|folksonomic]] term ''Tag'' for its co-authors and guest authors on its Upload page.<ref>{{cite web |title=A Description of the Equator and Some ØtherLands |url=http://aporee.org/equator/ |website=aporee.org |accessdate=10 March 2017 |archiveurl=https://web.archive.org/web/20010818013629/http://aporee.org/equator/ |archivedate=18 August 2001}}</ref> In "The Equator" the term ''Tag'' for user-input was described as an ''abstract literal or keyword'' to aid the user. However, users defined singular ''Tags'', and did not share ''Tags'' at that point.
Knowledge tags are an extension of [[Index term|keyword]] tags. They were first used by [[Jumper 2.0]], an [[open source]] [[Web 2.0]] software platform released by Jumper Networks on 29 September 2008.<ref>{{Citation|url=http://www.jumpernetworks.com/NEWS-Jumper_Networks_Releases_Jumper_2.0_Platform.pdf|title=Jumper Networks Press Release for Jumper 2.0|publisher=Jumper Networks, Inc.|date=29 September 2008}}</ref> Jumper 2.0 was the first [[collaborative search engine]] platform to use a method of expanded tagging for [[knowledge capture]].


In 2003, the [[social bookmarking]] website [[Delicious (website)|Delicious]] provided a way for its users to add "tags" to their bookmarks (as a way to help find them later);<ref name="Smith2008"/>{{rp|162}} Delicious also provided browseable aggregated views of the bookmarks of all users featuring a particular tag.<ref>See, for example: [http://flickr.com/photos/joshu/765809051/in/set-72157600740166824/ Screenshot of tags on del.icio.us] in 2004 and [http://flickr.com/photos/joshu/765817375/in/set-72157600740166824/ Screenshot of a tag page on del.icio.us], also in 2004, both published by [[Joshua Schachter]] on July 9, 2007.</ref> Within a couple of years, the [[photo sharing]] website [[Flickr]] allowed its users to add their own text tags to each of their pictures, constructing flexible and easy metadata that made the pictures highly searchable.<ref>{{cite web |last=Garrett |first=Jesse James |date=4 August 2005 |title=An Interview with Flickr's Eric Costello |url=http://www.adaptivepath.com/ideas/essays/archives/000519.php |archiveurl=https://web.archive.org/web/20070704012910/http://www.adaptivepath.com/ideas/essays/archives/000519.php |archivedate=4 July 2007 |quote=Tags were not in the initial version of Flickr. Stewart Butterfield wanted to add them. He liked the way they worked on del.icio.us, the social bookmarking application. We added very simple tagging functionality, so you could tag your photos, and then look at all your photos with a particular tag, or any one person's photos with a particular tag. Soon thereafter, users started telling us that what was really interesting about tagging was not just how you've tagged your photos, but how the whole Flickr community has been tagging photos. So we started seeing a lot of requests from users to be able to see a global view of the tagscape.}}</ref> The success of Flickr and the influence of Delicious popularized the concept,<ref>{{cite web |last=Mathes |first=Adam |date=December 2004 |title=Folksonomies: cooperative classification and communication through shared metadata |url=http://www.adammathes.com/academic/computer-mediated-communication/folksonomies.html |website=adammathes.com |accessdate=10 March 2017 |archiveurl=https://web.archive.org/web/20170309071911/http://www.adammathes.com/academic/computer-mediated-communication/folksonomies.html |archivedate=9 March 2017}}</ref> and other [[social software]] websites—such as [[YouTube]], [[Technorati]], and [[Last.fm]]—also implemented tagging.<ref>{{cite book |last1=Gupta |first1=Manish |last2=Li |first2=Rui |last3=Yin |first3=Zhijun |last4=Han |first4=Jiawei |date=2011 |chapter=An overview of social tagging and applications |editor-last=Aggarwal |editor-first=Charu C. |title=Social network data analytics |location=New York |publisher=[[Springer-Verlag]] |pages=447–497 |isbn=9781441984616 |oclc=709712928 |doi=10.1007/978-1-4419-8462-3_16 |chapterurl=https://books.google.com/books?id=SE2iRgeYYwcC&pg=PA446}}</ref> In 2005, the [[Atom (standard)|Atom]] [[web syndication]] standard provided a "category" element for inserting subject categories into [[web feed]]s, and in 2007 [[Tim Bray]] proposed a "tag" [[Uniform Resource Name|URN]].<ref>{{cite web |last=Bray |first=Tim |authorlink=Tim Bray |date=1 February 2007 |title=A Uniform Resource Name (URN) namespace for tag metadata |url=https://www.tbray.org/tmp/tag-urn.html |website=tbray.org |accessdate=10 March 2017 |archiveurl=https://web.archive.org/web/20161105032324/http://www.tbray.org/tmp/tag-urn.html |archivedate=5 November 2016}}</ref>
Websites that include tags often display collections of tags as [[tag cloud]]s. A user's tags are useful both to them and to the larger community of the website's users.


[[#Knowledge tags|Knowledge tags]] are an extension of [[Index term|keyword]] tags. An early implementation of knowledge tags was [[Jumper 2.0]], an [[open source]] [[Web 2.0]] [[collaborative search engine]] platform released in 2008.<ref>{{cite web |url=http://www.jumpernetworks.com/NEWS-Jumper_Networks_Releases_Jumper_2.0_Platform.pdf |title=Jumper Networks Press Release for Jumper 2.0 |publisher=Jumper Networks, Inc. |date=29 September 2008 |accessdate=10 March 2017 |archiveurl=https://web.archive.org/web/20091007031531/http://www.jumpernetworks.com/NEWS-Jumper_Networks_Releases_Jumper_2.0_Platform.pdf |archivedate=7 October 2009}}</ref>
Tags may be a "bottom-up" type of classification, compared to [[hierarchy|hierarchies]], which are "top-down". In a traditional hierarchical system ([[Taxonomy (general)|taxonomy]]), the designer sets out a limited number of terms to use for classification, and there is one correct way to classify each item. In a tagging system, there are an unlimited number of ways to classify an item, and there is no "wrong" choice. Instead of belonging to one category, an item may have several different tags. Some researchers and applications have experimented with combining structured hierarchy and "flat" tagging to aid in information retrieval.<ref>[http://infolab.stanford.edu/~heymann/taghierarchy.html Tag Hierarchies], research notes by Paul Heymann.</ref>


==Examples==
==Examples==


===Within a blog===
===Within a blog===
Many [[blog]] systems allow authors to add free-form tags to a post, along with (or instead of) placing the post into categories. For example, a post may display that it has been tagged with ''baseball'' and ''tickets''. Each of those tags is usually a [[web link]] leading to an index page listing all of the posts associated with that tag. The blog may have a sidebar listing all the tags in use on that blog, with each tag leading to an index page. To reclassify a post, an author edits its list of tags. All connections between posts are automatically tracked and updated by the blog software; there is no need to relocate the page within a complex hierarchy of categories.
Many [[blog]] systems (and other web [[content management system]]s) allow authors to add free-form tags to a post, along with (or instead of) placing the post into a predetermined category.<ref name="Blogs"/> For example, a post may display that it has been tagged with <code>baseball</code> and <code>tickets</code>. Each of those tags is usually a [[web link]] leading to an index page listing all of the posts associated with that tag. The blog may have a sidebar listing all the tags in use on that blog, with each tag leading to an index page. To reclassify a post, an author edits its list of tags. All connections between posts are automatically tracked and updated by the blog software; there is no need to relocate the page within a complex hierarchy of categories.

===Within application software===
{{See also|Tag editor|Comparison of metadata editors}}
Some [[desktop application]]s and [[web application]]s feature their own tagging systems, such as email tagging in [[Gmail]] and [[Mozilla Thunderbird]],<ref name="Yee"/>{{rp|73}} bookmark tagging in [[Firefox]],<ref>{{cite web |title=Firefox tip: find bookmarks faster with tags |url=https://blog.mozilla.org/theden/2013/08/26/firefox-tip-find-bookmarks-faster-with-tags/ |website=blog.mozilla.org |publisher=[[Mozilla Foundation]] |accessdate=10 March 2017 |archiveurl=https://web.archive.org/web/20161012154755/https://blog.mozilla.org/theden/2013/08/26/firefox-tip-find-bookmarks-faster-with-tags/ |archivedate=12 October 2016}}</ref> audio tagging in [[iTunes]] or [[Winamp]], and photo tagging in various applications.<ref>{{cite book |last1=Hinton |first1=Mark Justice |last2=Obermeier |first2=Barbara |last3=Sahlin |first3=Doug |date=2010 |chapter=Tagging photos |title=Editing digital photos for dummies |location=Hoboken, NJ |publisher=[[John Wiley & Sons]] |isbn=9780470591451 |oclc=606841528}}</ref> Some of these applications display collections of tags as [[tag cloud]]s.<ref name="DesktopTagCloud"/>

===Assigned to computer files===
There are various systems for applying tags to the files in a computer's [[file system]]. In [[Apple Inc.|Apple]]'s [[macOS]], the operating system has allowed users to assign multiple arbitrary tags as [[extended file attributes]] to any file ever since [[OS X 10.9]] was released in 2013,<ref>{{cite web |last=Siracusa |first=John |date=22 October 2013 |title=OS X 10.9 Mavericks: The Ars Technica Review: Tags |url=https://arstechnica.com/apple/2013/10/os-x-10-9/8/ |website=arstechnica.com |publisher=[[Ars Technica]] |accessdate=10 March 2013 |archiveurl=https://web.archive.org/web/20170109052357/http://arstechnica.com/apple/2013/10/os-x-10-9/8/ |archivedate=9 January 2017}}</ref> and before that time the [[open source]] OpenMeta standard provided similar tagging functionality in macOS.<ref>{{cite web |last=Cherp |first=Aleh |date=17 March 2011 |title=Tagging |url=https://macademic.org/2011/03/17/tagging/ |website=macademic.org |publisher=Academic workflows on a Mac |accessdate=10 March 2017 |archiveurl=https://web.archive.org/web/20160430074346/http://macademic.org/2011/03/17/tagging/ |archivedate=30 April 2016}}</ref> Several [[semantic file system]]s that implement tags are available for the [[Linux kernel]], including [[Tagsistant]].<ref>{{cite web |title=Extended attributes and tag file systems |date=2 July 2015 |url=https://www.lesbonscomptes.com/pages/tagfs.html |website=lesbonscomptes.com |accessdate=10 March 2017 |archiveurl=https://web.archive.org/web/20160811104645/http://www.lesbonscomptes.com/pages/tagfs.html |archivedate=11 August 2016}}</ref> [[Microsoft Windows]] allows users to set tags only on [[Microsoft Office]] documents and some kinds of picture files.<ref>{{cite web |last=Schultz |first=Greg |date=23 March 2011 |title=Tag your files for easier searches in Windows 7 |url=http://www.techrepublic.com/blog/windows-and-office/tag-your-files-for-easier-searches-in-windows-7/ |website=techrepublic.com |publisher=[[TechRepublic]] |accessdate=10 March 2017 |archiveurl=https://web.archive.org/web/20160829073706/http://www.techrepublic.com/blog/windows-and-office/tag-your-files-for-easier-searches-in-windows-7/ |archivedate=29 August 2016}}</ref>

Cross-platform file tagging standards include [[Extensible Metadata Platform]] (XMP), an [[List of International Organization for Standardization standards|ISO standard]] for embedding metadata into popular image, video and document file formats, such as [[JPEG]] and [[Portable Document Format|PDF]], without breaking their readability by applications that do not support XMP.<ref>{{cite web |last=Gasiorowski-Denis |first=Elizabeth |date=22 March 2012 |title=Adobe Extensible Metadata Platform (XMP) becomes an ISO standard |url=https://www.iso.org/news/2012/03/Ref1525.html |website=iso.org |publisher=[[International Organization for Standardization]] |accessdate=10 March 2017 |archiveurl=https://web.archive.org/web/20170310223841/https://www.iso.org/news/2012/03/Ref1525.html |archivedate=10 March 2017}}</ref> XMP largely supersedes the earlier [[IPTC Information Interchange Model]]. [[Exif]] is a standard that specifies the image and audio [[file format]]s used by [[digital camera]]s, including some metadata tags.<ref>{{cite book |last=Płoszajski |first=Grzegorz |date=2017 |chapter=Metadata in long-term digital preservation |editor1-last=Traczyk |editor1-first=Tomasz |editor2-last=Ogryczak |editor2-first=Włodzimierz |editor3-last=Pałka |editor3-first=Piotr |editor4-last=Śliwiński |editor4-first=Tomasz |title=Digital preservation: putting it to work |series=Studies in computational intelligence |location=New York |publisher=[[Springer-Verlag]] |pages=15–61 |isbn=9783319518008 |oclc=969844731 |doi=10.1007/978-3-319-51801-5_2 |chapterurl=https://books.google.com/books?id=MJrlDQAAQBAJ&pg=PA15}}</ref> [[TagSpaces]] is an [[open-source]] cross-platform application for tagging files; it inserts tags into the [[filename]].<ref>{{cite web |title=TagSpaces Community Edition |url=https://www.tagspaces.org/products/community/ |website=tagspaces.org |accessdate=10 March 2017}}</ref>


===For an event===
===For an event===
An official tag is a keyword adopted by events and conferences for participants to use in their web publications, such as blog entries, photos of the event, and presentation slides. Search engines can then index them to make relevant materials related to the event searchable in a uniform way. In this case, the tag is part of a [[controlled vocabulary]].
An ''official tag'' is a keyword adopted by events and conferences for participants to use in their web publications, such as blog entries, photos of the event, and presentation slides.<ref>{{cite web |last=Finch |first=Curt |date=26 May 2011 |title=Hashtag techniques for businesses |url=http://www.inc.com/tech-blog/twitter-hashtag-techniques-for-businesses.html |website=inc.com |publisher=[[Inc. (magazine)|Inc. Magazine]] |accessdate=10 March 2017}}</ref> Search engines can then index them to make relevant materials related to the event searchable in a uniform way. In this case, the tag is part of a [[controlled vocabulary]].


===In research===
===In research===
A researcher may work with a large collection of items (e.g. press quotes, a bibliography, images) in digital form. If he/she wishes to associate each with a small number of themes (e.g. to chapters of a book, or to sub-themes of the overall subject), then a group of tags for these themes can be attached to each of the items in the larger collection. In this way, free form [[categorization|classification]] allows the author to manage what would otherwise be unwieldy amounts of information. Commercial, as well as some free computer applications are readily available to do this.
A researcher may work with a large collection of items (e.g. press quotes, a bibliography, images) in digital form. If he/she wishes to associate each with a small number of themes (e.g. to chapters of a book, or to sub-themes of the overall subject), then a group of tags for these themes can be attached to each of the items in the larger collection.<ref>{{cite web |last=Parry |first=David |date=11 March 2007 |title=Tagging files—or how to keep research organized |url=http://academhack.outsidethetext.com/home/2007/tagging-filesor-how-to-keep-research-organized/ |website=academhack.outsidethetext.com |accessdate=10 March 2017 |archiveurl=https://web.archive.org/web/20160802081239/http://academhack.outsidethetext.com/home/2007/tagging-filesor-how-to-keep-research-organized/ |archivedate=2 August 2016}}</ref> In this way, freeform [[Categorization|classification]] allows the author to manage what would otherwise be unwieldy amounts of information.<ref>{{cite journal |last=Smith |first=Richard |date=December 2010 |title=Strategies for coping with information overload |journal=[[The BMJ]] |volume=341 |pages=c7126 |doi=10.1136/bmj.c7126 |url=http://www.bmj.com/content/341/bmj.c7126 |pmid=21159764}}</ref>


==Special types==
==Special types==
Line 38: Line 49:
===Triple tags===
===Triple tags===
{{see also|Microformat}}
{{see also|Microformat}}
A '''triple tag''' or '''machine tag''' uses a special [[syntax]] to define extra [[semantic]] information about the tag, making it easier or more meaningful for interpretation by a computer program. Triple tags comprise three parts: a [[namespace]], a [[wikt:predicate|predicate]], and a value. For example, "<nowiki>geo:long=50.123456</nowiki>" is a tag for the geographical [[longitude]] coordinate whose value is 50.123456. This triple structure is similar to the [[Resource Description Framework]] model for information.
A '''triple tag''' or '''machine tag''' uses a special [[syntax]] to define extra [[semantic]] information about the tag, making it easier or more meaningful for interpretation by a computer program.<ref>{{cite book |last1=Bainbridge |first1=Scott |last2=Page |first2=Geoff |last3=Jaroensutasinee |first3=Mullica |last4=Jaroensutasinee |first4=Krisanadej |date=September 2011 |chapter=Towards a services based architecture for real time marine observing data |title=OCEANS '11 MTS/IEEE Kona, Waikoloa, Hawaii, USA, 19–22 22 September 2011 |location=Piscataway, NJ |publisher=[[IEEE]] |pages=740–745 |isbn=9781457714276 |oclc=777270556 |chapterurl=http://ieeexplore.ieee.org/abstract/document/6106990/}}</ref> Triple tags comprise three parts: a [[namespace]], a [[wikt:predicate|predicate]], and a value. For example, <code><nowiki>geo:long=50.123456</nowiki></code> is a tag for the geographical [[longitude]] coordinate whose value is 50.123456. This triple structure is similar to the [[Resource Description Framework]] model for information.


The triple tag format was first devised for geolicious<ref>{{cite web |url=http://brainoff.com/weblog/2004/11/05/124 |title=geo.lici.us: geotagging hosted services |first1=Mikel |last1=Maron |date=November 5, 2004}}</ref> in November 2004, to map [[Delicious (website)|Delicious]] bookmarks, and gained wider acceptance after its adoption by [http://stamen.com/projects/mappr Mappr] and GeoBloggers<ref>[http://web.archive.org/web/20071011024028/http://geobloggers.com/archives/2006/01/11/advanced-tagging-and-tripletags/ Advanced Tagging and TripleTags] by Reverend Dan Catt, ''Geobloggers'', January 11, 2006.</ref> to map [[Flickr]] photos. In January 2007, Aaron Straup Cope at [[Flickr]] introduced the term ''machine tag'' as an alternative name for the triple tag, adding some questions and answers on purpose, syntax, and use.<ref>[https://www.flickr.com/groups/api/discuss/72157594497877875/ Machine tags], a post by Aaron Straup Cope in the Flickr API group, January 24, 2007.</ref>
The triple tag format was first devised for geolicious in November 2004,<ref>{{cite web |last=Maron |first=Mikel |date=5 November 2004 |title=geo.lici.us: geotagging hosted services |url=http://brainoff.com/weblog/2004/11/05/124 |website=brainoff.com |accessdate=10 March 2017 |archiveurl=https://web.archive.org/web/20070428042415/http://brainoff.com/weblog/2004/11/05/124 |archivedate=28 April 2007}}</ref> to map [[Delicious (website)|Delicious]] bookmarks, and gained wider acceptance after its adoption by Mappr and GeoBloggers to map [[Flickr]] photos.<ref>{{cite web |last=Catt |first=Dan |date=11 January 2006 |title=Advanced Tagging and TripleTags |url=http://geobloggers.com/archives/2006/01/11/advanced-tagging-and-tripletags/ |accessdate=10 March 2017 |archiveurl=http://web.archive.org/web/20071011024028/http://geobloggers.com/archives/2006/01/11/advanced-tagging-and-tripletags/ |archivedate=18 October 2007}}</ref> In January 2007, Aaron Straup Cope at Flickr introduced the term ''machine tag'' as an alternative name for the triple tag, adding some questions and answers on purpose, syntax, and use.<ref>{{cite web |last=Straup Cope |first=Aaron |date=24 January 2007 |title=Machine tags |url=https://www.flickr.com/groups/api/discuss/72157594497877875/ |website=flickr.com |accessdate=10 March 2017 |archiveurl=https://web.archive.org/web/20160420154054/https://www.flickr.com/groups/api/discuss/72157594497877875/ |archivedate=20 April 2016}}</ref>


Specialized metadata for geographical identification is known as ''[[geotagging]]''; machine tags are also used for other purposes, such as identifying photos taken at a specific event or naming species using [[binomial nomenclature]].<ref>[https://www.flickr.com/groups/encyclopedia_of_life/rules/ Encyclopedia of Life use of machine tag], The Encyclopedia of Life project rules including the required use of a taxonomy machine tag, September 19, 2009.</ref>
Specialized metadata for geographical identification is known as ''[[geotagging]]''; machine tags are also used for other purposes, such as identifying photos taken at a specific event or naming species using [[binomial nomenclature]].<ref>{{cite web |title=The Encyclopedia of Life Flickr group rules |url=https://www.flickr.com/groups/encyclopedia_of_life/rules/ |website=flickr.com |publisher=[[Encyclopedia of Life]] |accessdate=10 March 2017 |archiveurl=https://web.archive.org/web/20170210051254/https://www.flickr.com/groups/encyclopedia_of_life/rules/ |archivedate=10 February 2017}} Includes the required use of a taxonomy machine tag.</ref>


===Hashtags===
===Hashtags===
Line 49: Line 60:


===Knowledge tags===
===Knowledge tags===
{{See also|Knowledge base|Knowledge representation|Personal knowledge base}}
A '''knowledge tag''' is a type of [[metadata|meta-information]] that describes or defines some aspect of an information resource (such as a [[document]], [[digital image]], [[database table|relational table]], or [[web page]]). Knowledge tags are more than traditional non-hierarchical [[index term|keywords or terms]]. They are a type of [[metadata]] that captures knowledge in the form of descriptions, categorizations, classifications, [[semantics]], comments, notes, annotations, [[hyperdata]], [[hyperlinks]], or references that are collected in tag profiles. These tag profiles reference an information resource that resides in a distributed, and often heterogeneous, storage repository. Knowledge tags are a [[knowledge management]] discipline that leverages [[Enterprise 2.0]] methodologies for users to capture insights, expertise, attributes, dependencies, or relationships associated with a data resource. It generally allows greater flexibility than other [[knowledge management]] classification systems.
A '''knowledge tag''' is a type of [[metadata|meta-information]] that describes or defines some aspect of a piece of information (such as a [[document]], [[digital image]], [[database table]], or [[web page]]).<ref name="Panda-et-al-2012">{{cite book |last1=Panda |first1=Mrutyunjaya |last2=El-Bendary |first2=Nashwa |last3=Salama |first3=Mostafa A. |last4=Hassanien |first4=Aboul Ella |last5=Abraham |first5=Ajith |date=2012 |chapter=Computational social networks: tools, perspectives, and challenges |editor1-last=Abraham |editor1-first=Ajith |editor2-last=Hassanien |editor2-first=Aboul-Ella |title=Computational social networks: tools, perspectives, and applications |location=New York |publisher=[[Springer-Verlag]] |pages=3–23 [14–15] |isbn=9781447140474 |oclc=798568503 |doi=10.1007/978-1-4471-4048-1_1 |chapterurl=http://www.softcomputing.net/csn12_chap1.pdf}}</ref> Knowledge tags are more than traditional non-hierarchical [[Index term|keywords or terms]]; they are a type of [[metadata]] that captures knowledge in the form of descriptions, categorizations, classifications, [[semantics]], comments, notes, annotations, [[hyperdata]], [[hyperlinks]], or references that are collected in tag profiles (a kind of [[Ontology (information science)|ontology]]).<ref name="Panda-et-al-2012"/> These tag profiles reference an information resource that resides in a distributed, and often heterogeneous, storage repository.<ref name="Panda-et-al-2012"/>


Knowledge tags are part of a [[knowledge management]] discipline that leverages [[Enterprise 2.0]] methodologies for users to capture insights, expertise, attributes, dependencies, or relationships associated with a data resource.<ref name="Wiig">{{cite journal |last=Wiig |first=Karl M. |date=March 1997 |title=Knowledge management: an introduction and perspective |journal=[[Journal of Knowledge Management]] |volume=1 |issue=1 |pages=6–14 |doi=10.1108/13673279710800682}}</ref> Different kinds of knowledge can be captured in knowledge tags, including factual knowledge (that found in books and data), conceptual knowledge (found in perspectives and concepts), expectational knowledge (needed to make judgments and hypothesis), and methodological knowledge (derived from reasoning and strategies).<ref name="Wiig"/> These forms of [[knowledge]] often exist outside the data itself and are derived from personal experience, insight, or expertise. Knowledge tags are considered an expansion of the information itself that adds additional value, context, and meaning to the information. Knowledge tags are valuable for preserving organizational intelligence that is often lost due to [[Turnover (employment)|turnover]], for sharing knowledge stored in the minds of individuals that is typically isolated and unharnessed by the organization, and for connecting knowledge that is often lost or disconnected from an information resource.<ref>{{cite journal |last1=Alavi |first1=Maryam |last2=Leidner |first2=Dorothy E. |date=February 1999 |title=Knowledge management systems: issues, challenges, and benefits |journal=Communications of the AIS |volume=1 |issue=2es |pages=1 |url=http://dl.acm.org/citation.cfm?id=374116.374117 |publisher=[[Association for Information Systems]]}}</ref>
Capturing knowledge in tags takes many different forms, there is factual knowledge (that found in books and data), conceptual knowledge (found in perspectives and concepts), expectational knowledge (needed to make judgments and hypothesis), and methodological knowledge (derived from reasoning and strategies).<ref>
{{Citation
| last=Wiig | first=K. M.
| year= 1997
| title=Knowledge Management: An Introduction and Perspective
| journal=Journal of Knowledge Management
| volume=1 | issue=1
| pages=6–14
| url=http://www.mendeley.com/c/67997727/Wiig-1997-Knowledge-Management-An-Introduction-and-Perspective/
| doi=10.1108/13673279710800682
}}
</ref> These forms of [[knowledge]] often exist outside the data itself and are derived from personal experience, insight, or expertise.

Knowledge tags, in fact, manifest themselves in any number of ways – conceptual knowledge tags describe procedures, lessons learned, and facts that are related to the information resource. [[Tacit knowledge]] tags, manifests itself through skills, habits or learning by doing and represent experience or organizational intelligence. Anecdotal knowledge, is a memory of a particular case or event that may not surface without context.<ref>
{{citation
| last=Getting | first=Brian
| year= 2007
| title=What Are "Tags" And What Is "Tagging?
| publisher=Practical eCommerce
| url=http://www.practicalecommerce.com/articles/589
}}
</ref>

Knowledge can best be defined as information possessed in the mind of an individual: it is personalized or subjective information related to facts, procedures, concepts, interpretations, ideas, observations and judgments (which may or may not be unique, useful, accurate, or structurable). Knowledge tags are considered an expansion of the information itself that adds additional value, context, and meaning to the information. Knowledge tags are valuable for preserving organizational intelligence that is often lost due to turn-over, for sharing knowledge stored in the minds of individuals that is typically isolated and unharnessed by the organization, and for connecting knowledge that is often lost or disconnected from an information resource.<ref>
{{Citation
| last=Alavi | first=Maryam
| last2=Leidner
| year= 1999
| title=Knowledge Management Systems: Issues, Challenges, and Benefits
| journal=Communications of the Association for Information Systems
| volume=1 | issue=7
| url=http://www.belkcollege.uncc.edu/jpfoley/Readings/artic07.pdf
}}
</ref>


==Advantages and disadvantages==
==Advantages and disadvantages==
In a typical tagging system, there is no explicit information about the meaning or [[semantics]] of each tag, and a user can apply new tags to an item as easily as applying older tags.<ref name="Smith2008"/> Hierarchical classification systems can be slow to change, and are rooted in the culture and era that created them; in contrast, the flexibility of tagging allows users to classify their collections of items in the ways that they find useful, but the personalized variety of terms can present challenges when searching and browsing.


When users can freely choose tags (creating a [[folksonomy]], as opposed to selecting terms from a [[controlled vocabulary]]), the resulting metadata can include [[homonym]]s (the same tags used with different meanings) and [[synonym]]s (multiple tags for the same concept), which may lead to inappropriate connections between items and inefficient searches for information about a subject.<ref>{{cite journal |last1=Golder |first1=Scott A. |last2=Huberman |first2=Bernardo A. |date=April 2006 |title=Usage patterns of collaborative tagging systems |journal=[[Journal of Information Science]] |volume=32 |issue=2 |pages=198–208 |doi=10.1177/0165551506062337}}</ref> For example, the tag "orange" may refer to the [[Orange (fruit)|fruit]] or the [[Orange (colour)|color]], and items related to a version of the [[Linux kernel]] may be tagged "Linux", "kernel", "Penguin", "software", or a variety of other terms. Users can also choose tags that are different [[inflection]]s of words (such as singular and plural),<ref>{{cite web |last=Devens |first=Keith |date=24 December 2004 |title=Singular vs. plural tags in a tag-based categorization system (such as del.icio.us) |url=http://keithdevens.com/weblog/archive/2004/Dec/24/SvP.tags |website=keithdevens.com |accessdate=10 March 2017 |archiveurl=https://web.archive.org/web/20120510221217/http://keithdevens.com/weblog/archive/2004/Dec/24/SvP.tags |archivedate=10 May 2012}}</ref> which can contribute to navigation difficulties if the system does not include [[stemming]] of tags when searching or browsing. Larger-scale folksonomies address some of the problems of tagging, in that users of tagging systems tend to notice the current use of "tag terms" within these systems, and thus use existing tags in order to easily form connections to related items. In this way, folksonomies may collectively develop a partial set of tagging conventions.
In a typical tagging system, there is no explicit information about the meaning or [[semantics]] of each tag, and a user can apply new tags to an item as easily as applying older tags. Hierarchical classification systems can be slow to change, and are rooted in the culture and era that created them.<ref name="Smith2008">Smith, Gene (2008). Tagging: People-Powered Metadata for the Social Web. Berkeley, CA: New Riders. ISBN 0-321-52917-0</ref> The flexibility of tagging allows users to classify their collections of items in the ways that they find useful, but the personalized variety of terms can present challenges when searching and browsing.

When users can freely choose tags (creating a [[folksonomy]], as opposed to selecting terms from a [[controlled vocabulary]]), the resulting metadata can include [[homonym]]s (the same tags used with different meanings) and [[synonym]]s (multiple tags for the same concept), which may lead to inappropriate connections between items and inefficient searches for information about a subject.<ref>Golder, Scott A. Huberman, Bernardo A. (2005).
"[http://arxiv.org/abs/cs.DL/0508082 The Structure of Collaborative Tagging Systems]." Information Dynamics Lab, HP Labs. Visited November 24, 2005.</ref> For example, the tag "orange" may refer to the [[Orange (fruit)|fruit]] or the [[Orange (colour)|color]], and items related to a version of the [[Linux kernel]] may be tagged "Linux", "kernel", "Penguin", "software", or a variety of other terms. Users can also choose tags that are different [[inflection]]s of words (such as singular and plural),<ref>[http://keithdevens.com/weblog/archive/2004/Dec/24/SvP.tags Singular vs. plural tags in a tag-based categorization system] by Keith Devens, December 24, 2004.</ref> which can contribute to navigation difficulties if the system does not include [[stemming]] of tags when searching or browsing. Larger-scale folksonomies address some of the problems of tagging, in that users of tagging systems tend to notice the current use of "tag terms" within these systems, and thus use existing tags in order to easily form connections to related items. In this way, folksonomies collectively develop a partial set of tagging conventions.


===Complex system dynamics===
===Complex system dynamics===
Despite the apparent lack of control, research has shown that a simple form of shared vocabulary emerges in social bookmarking systems. Collaborative tagging exhibits a form of [[complex system]]s dynamics (or [[Self-organization|self-organizing]] dynamics).<ref name="WWW07-ref">{{cite book |last1=Halpin |first1=Harry |last2=Robu |first2=Valentin |last3=Shepherd |first3=Hana |date=2007 |chapter=The complex dynamics of collaborative tagging |title=Proceedings of the 16th international conference on World Wide Web, Banff, Alberta, Canada, May 08–12, 2007 |series=WWW '07 |location=New York |publisher=[[Association for Computing Machinery]] |pages=211–220 |isbn=9781595936547 |oclc=173331796 |doi=10.1145/1242572.1242602 |chapterurl=http://www2007.org/papers/paper635.pdf}}</ref> Thus, even if no central controlled vocabulary constrains the actions of individual users, the distribution of tags converges over time to stable [[power law]] distributions.<ref name="WWW07-ref"/> Once such stable distributions form, simple [[Folksonomy|folksonomic]] vocabularies can be extracted by examining the [[correlation]]s that form between different tags. In addition, research has suggested that it is easier for [[machine learning]] algorithms to learn tag semantics when users tag "verbosely"—when they annotate resources with a wealth of freely associated, descriptive keywords.<ref>{{cite book |last1=Körner |first1=Christian |last2=Benz |first2=Dominik |last3=Hotho |first3=Andreas |last4=Strohmaier |first4=Markus |last5=Stumme |first5=Gerd |date=2010 |chapter=Stop thinking, start tagging: tag semantics emerge from collaborative verbosity |title=Proceedings of the 19th International Conference on World Wide Web, Raleigh, North Carolina, USA, April 26–30, 2010 |series=WWW '10 |location=New York |publisher=[[Association for Computing Machinery]] |pages=521–530 |isbn=9781605587998 |oclc=671101543 |doi=10.1145/1772690.1772744 |chapterurl=http://wwwconference.org/proceedings/www2010/www/p521.pdf}}</ref>

Despite the apparent lack of control, research has shown that a simple form of shared vocabularies emerges in social bookmarking systems. Collaborative tagging exhibits a form of [[complex system]]s dynamics,<ref name="WWW07-ref">Harry Halpin, Valentin Robu, Hana Shepherd [http://portal.acm.org/citation.cfm?id=1242572.1242602 The Complex Dynamics of Collaborative Tagging], Proceedings of the 16th International Conference on the World Wide Web (WWW'07), Banff, Canada, pp. 211-220, ACM Press, 2007. Downloadable on [http://www2007.org/papers/paper635.pdf the conference's website]</ref> (or [[Self-organization|self organizing]] dynamics). Thus, even if no central controlled vocabulary constrains the actions of individual users, the distribution of tags that describe different resources (e.g., websites) converges over time to stable [[power law]] distributions.<ref name="WWW07-ref"/> Once such stable distributions form, simple vocabularies can be extracted by examining the [[correlation]]s that form between different tags. This informal collaborative system of tag creation and management has been called a [[folksonomy]].


===Spamming===
===Spamming===
Tagging systems open to the public are also open to tag spam, in which people apply an excessive number of tags or unrelated tags to an item (such as a [[YouTube]] video) in order to attract viewers. This abuse can be mitigated using human or statistical identification of spam items.<ref>{{cite web |last=Heymann |first=Paul |title=Tag spam |url=http://heymann.stanford.edu/tagspam.html |website=stanford.edu |publisher=[[Stanford University]] |accessdate=10 March 2017}}</ref> The number of tags allowed may also be limited to reduce spam.

Tagging systems open to the public are also open to tag spam, in which people apply an excessive number of tags or unrelated tags to an item (such as a [[YouTube]] video) in order to attract viewers. This abuse can be mitigated using human or statistical identification of spam items.<ref>[http://heymann.stanford.edu/tagspam.html Tag Spam], research notes by Paul Heymann.</ref> The number of tags allowed may also be limited to reduce spam.


==Syntax==
==Syntax==
Some tagging systems provide a single [[text box]] to enter tags, so to be able to [[tokenize]] the string, a [[Wiktionary:separator|separator]] must be used. Two popular separators are the [[Space (punctuation)|space character]] and the [[comma]]. To enable the use of separators in the tags, a system may allow for higher-level separators (such as [[quotation mark]]s) or [[escape character]]s. Systems can avoid the use of separators by allowing only one tag to be added to each input [[Web widget|widget]] at a time, although this makes adding multiple tags more time-consuming.
Some tagging systems provide a single [[text box]] to enter tags, so to be able to [[tokenize]] the string, a [[Wiktionary:separator|separator]] must be used. Two popular separators are the [[Space (punctuation)|space character]] and the [[comma]]. To enable the use of separators in the tags, a system may allow for higher-level separators (such as [[quotation mark]]s) or [[escape character]]s. Systems can avoid the use of separators by allowing only one tag to be added to each input [[Web widget|widget]] at a time, although this makes adding multiple tags more time-consuming.


A syntax for use within [[HTML]] is to use the '''rel-tag''' [[microformat]] which uses the [[Rel attribute|''rel'' attribute]] with value "tag" (i.e., <code>rel="tag"</code>) to indicate that the linked-to page acts as a tag for the current context.<ref>[http://microformats.org/wiki/rel-tag rel tag microformat specification], Microformats Wiki, January 10, 2005.</ref>
A syntax for use within [[HTML]] is to use the '''rel-tag''' [[microformat]] which uses the [[Rel attribute|''rel'' attribute]] with value "tag" (i.e., <code>rel="tag"</code>) to indicate that the linked-to page acts as a tag for the current context.<ref>{{cite web |title=Microformats wiki: rel='tag' |url=http://microformats.org/wiki/rel-tag |website=microformats.org |date=10 January 2005 |accessdate=10 March 2017}}</ref>


==See also==
==See also==
{{Div col|colwidth=22em}}
{{colbegin||27em}}
* [[Collective intelligence]]
* [[Collective intelligence]]
* [[Concept map]]
* [[Concept map]]
* [[Enterprise 2.0]]
* [[Enterprise bookmarking]]
* [[Enterprise bookmarking]]
* [[Enterprise social software]]
* [[Expert system]]
* [[Explicit knowledge]]
* [[Explicit knowledge]]
* [[Human–computer interaction]]
* [[Faceted classification]]
* [[Folksonomy]]
* [[Information ecology]]
* [[Information ecology]]
* [[Knowledge representation]]
* [[Knowledge transfer]]
* [[Knowledge transfer]]
* [[Knowledge worker]]
* [[Management information system]]
* [[Metaknowledge]]
* [[Metaknowledge]]
* [[Ontology (information science)]]
* [[Organisational memory]]
* [[Organisational memory]]
* [[RRID]]
* [[Semantic web]]
* [[Semantic web]]
* [[SciCrunch]]
* [[Tag cloud]]
* [[Web 2.0]]
{{colend}}
'''Others'''
{{colbegin||27em}}
* [[Collective unconscious]]
* [[Human-computer interaction]]
* [[Social network aggregation]]
* [[Social network aggregation]]
{{Div col end}}
* [[Enterprise social software]]
* [[Expert system]]
* [[Knowledge]]
* [[Knowledge base]]
* [[Knowledge worker]]
* [[Management information system]]
* [[Microformats]]
* [[Social network]]
* [[Social software]]
* [[Sociology of knowledge]]
* [[Tacit knowledge]]
{{colend}}


==References==
==References==
{{reflist|30em}}
{{reflist|30em}}

'''General'''
{{refbegin}}
*{{Citation
| surname1=Nonaka | given1=Ikujiro
| year=1994
| title= A dynamic theory of organizational knowledge creation
| journal= Organization Science |volume=5 |issue=1
| pages=14–37
| url=http://papers.ssrn.com/sol3/papers.cfm?abstract_id=889992
| doi=10.1287/orsc.5.1.14
}}
*{{Citation
| surname1=Wigg | given1=Karl M
| year=1993
| title= Knowledge Management Foundations: Thinking About Thinking: How People and Organizations Create, Represent and Use Knowledge
| journal= Arlington: Schema Press
| pages=153
| url=http://papers.ssrn.com/sol3/papers.cfm?abstract_id=889992
}}
*{{Citation
| surname1=Alavi | given1=Maryam
| surname2=Leidner | given2=Dorothy E.
| year=1999
| title=Knowledge management systems: issues, challenges, and benefits
| journal=Communications of the AIS
| volume=1| issue=2 | url=http://portal.acm.org/citation.cfm?id=374117
}}
*{{Citation
| surname1=Kemsley | given1=Sandy
| year=2009
| title=Models, Social Tagging and Knowledge Management #BPM2009 #BPMS2'09
| journal=BPM, Enterprise 2.0 and technology trends in business
| url=http://www.column2.com/2009/09/models-social-tagging-and-knowledge-management-bpm2009-bpms209/
}}
{{refend}}

==External links==
* [http://www.inc.com/tech-blog/twitter-hashtag-techniques-for-businesses.html Hashtag Techniques for Businesses], Curt Finch. Inc Magazine. May 26, 2011.
* [http://www.tbray.org/tmp/tag-urn.html A Uniform Resource Name (URN) Namespace for Tag Metadata]. Tim Bray. Internet draft, expired August 5, 2007.


{{Web syndication}}
{{Web syndication}}

Revision as of 02:12, 11 March 2017

A tag cloud with terms related to Web 2.0

In information systems, a tag is a keyword or term assigned to a piece of information (such as an Internet bookmark, digital image, database record, or computer file). This kind of metadata helps describe an item and allows it to be found again by browsing or searching.[1] Tags are generally chosen informally and personally by the item's creator or by its viewer, depending on the system, although they may also be chosen from a controlled vocabulary.[2]: 68 

Tagging was popularized by websites associated with Web 2.0 and is an important feature of many Web 2.0 services.[2][3] It is now also part of other database systems, desktop applications, and operating systems.[4]

Overview

People use tags to aid classification, mark ownership, note boundaries, and indicate online identity. Tags may take the form of words, images, or other identifying marks. An analogous example of tags in the physical world is museum object tagging. People were using textual keywords to organize information and objects long before computers. Computer based search algorithms made the use of keywords a rapid way of exploring records.

Tagging gained popularity due to the growth of social bookmarking, image sharing, and social networking websites.[2] These sites allow users to create and manage labels (or "tags") that categorize content using simple keywords. Websites that include tags often display collections of tags as tag clouds,[5] as do some desktop applications.[6] On websites that aggregate the tags of all users, an individual user's tags can be useful both to them and to the larger community of the website's users.

Tagging systems have been sometimes been classified into two kinds: top-down and bottom-up.[3]: 142 [4]: 24  Top-down taxonomies are created by an authorized group of designers (sometimes in the form of a controlled vocabulary), whereas bottom-up taxonomies (called folksonomies) are created by all users.[3]: 142  This definition of "top down" and "bottom up" should not be confused with the distinction between a single hierarchical tree structure (in which there is one correct way to classify each item) versus multiple non-hierarchical sets (in which there are multiple ways to classify an item); the structure of both top-down and bottom-up taxonomies may be either hierarchical, non-hierarchical, or a combination of both.[3]: 142–143  Some researchers and applications have experimented with combining hierarchical and non-hierarchical tagging to aid in information retrieval.[7][8][9][10] Others are combining top-down and bottom-up tagging,[11] including in some large library catalogs (OPACs) such as WorldCat.[12][13]: 74 [14][15] When tags or other taxonomies have further properties (or semantics) such as relationships and attributes, they constitute an ontology.[3]: 56–62 

History

The use of keywords as part of an identification and classification system long predates computers. Paper data storage devices, notably edge-notched cards, that permitted classification and sorting by multiple criteria were already in use prior to the twentieth century, and faceted classification has been used by libraries since the 1930s.

Online databases and early websites deployed keyword tags as a way for publishers to help users find content. In the early days of the World Wide Web, the keywords meta element was used by web designers to tell web search engines what the web page was about, but these keywords were only visible in a web page's source code and were not modifiable by users.

"A Description of the Equator and Some ØtherLands", collaborative hypercinema portal, produced by documenta X, 1997. User upload page associating user contributed media with the term Tag.

In 1997, the collaborative portal "A Description of the Equator and Some ØtherLands" produced by documenta X, Germany, coined the folksonomic term Tag for its co-authors and guest authors on its Upload page.[16] In "The Equator" the term Tag for user-input was described as an abstract literal or keyword to aid the user. However, users defined singular Tags, and did not share Tags at that point.

In 2003, the social bookmarking website Delicious provided a way for its users to add "tags" to their bookmarks (as a way to help find them later);[2]: 162  Delicious also provided browseable aggregated views of the bookmarks of all users featuring a particular tag.[17] Within a couple of years, the photo sharing website Flickr allowed its users to add their own text tags to each of their pictures, constructing flexible and easy metadata that made the pictures highly searchable.[18] The success of Flickr and the influence of Delicious popularized the concept,[19] and other social software websites—such as YouTube, Technorati, and Last.fm—also implemented tagging.[20] In 2005, the Atom web syndication standard provided a "category" element for inserting subject categories into web feeds, and in 2007 Tim Bray proposed a "tag" URN.[21]

Knowledge tags are an extension of keyword tags. An early implementation of knowledge tags was Jumper 2.0, an open source Web 2.0 collaborative search engine platform released in 2008.[22]

Examples

Within a blog

Many blog systems (and other web content management systems) allow authors to add free-form tags to a post, along with (or instead of) placing the post into a predetermined category.[5] For example, a post may display that it has been tagged with baseball and tickets. Each of those tags is usually a web link leading to an index page listing all of the posts associated with that tag. The blog may have a sidebar listing all the tags in use on that blog, with each tag leading to an index page. To reclassify a post, an author edits its list of tags. All connections between posts are automatically tracked and updated by the blog software; there is no need to relocate the page within a complex hierarchy of categories.

Within application software

Some desktop applications and web applications feature their own tagging systems, such as email tagging in Gmail and Mozilla Thunderbird,[13]: 73  bookmark tagging in Firefox,[23] audio tagging in iTunes or Winamp, and photo tagging in various applications.[24] Some of these applications display collections of tags as tag clouds.[6]

Assigned to computer files

There are various systems for applying tags to the files in a computer's file system. In Apple's macOS, the operating system has allowed users to assign multiple arbitrary tags as extended file attributes to any file ever since OS X 10.9 was released in 2013,[25] and before that time the open source OpenMeta standard provided similar tagging functionality in macOS.[26] Several semantic file systems that implement tags are available for the Linux kernel, including Tagsistant.[27] Microsoft Windows allows users to set tags only on Microsoft Office documents and some kinds of picture files.[28]

Cross-platform file tagging standards include Extensible Metadata Platform (XMP), an ISO standard for embedding metadata into popular image, video and document file formats, such as JPEG and PDF, without breaking their readability by applications that do not support XMP.[29] XMP largely supersedes the earlier IPTC Information Interchange Model. Exif is a standard that specifies the image and audio file formats used by digital cameras, including some metadata tags.[30] TagSpaces is an open-source cross-platform application for tagging files; it inserts tags into the filename.[31]

For an event

An official tag is a keyword adopted by events and conferences for participants to use in their web publications, such as blog entries, photos of the event, and presentation slides.[32] Search engines can then index them to make relevant materials related to the event searchable in a uniform way. In this case, the tag is part of a controlled vocabulary.

In research

A researcher may work with a large collection of items (e.g. press quotes, a bibliography, images) in digital form. If he/she wishes to associate each with a small number of themes (e.g. to chapters of a book, or to sub-themes of the overall subject), then a group of tags for these themes can be attached to each of the items in the larger collection.[33] In this way, freeform classification allows the author to manage what would otherwise be unwieldy amounts of information.[34]

Special types

Triple tags

A triple tag or machine tag uses a special syntax to define extra semantic information about the tag, making it easier or more meaningful for interpretation by a computer program.[35] Triple tags comprise three parts: a namespace, a predicate, and a value. For example, geo:long=50.123456 is a tag for the geographical longitude coordinate whose value is 50.123456. This triple structure is similar to the Resource Description Framework model for information.

The triple tag format was first devised for geolicious in November 2004,[36] to map Delicious bookmarks, and gained wider acceptance after its adoption by Mappr and GeoBloggers to map Flickr photos.[37] In January 2007, Aaron Straup Cope at Flickr introduced the term machine tag as an alternative name for the triple tag, adding some questions and answers on purpose, syntax, and use.[38]

Specialized metadata for geographical identification is known as geotagging; machine tags are also used for other purposes, such as identifying photos taken at a specific event or naming species using binomial nomenclature.[39]

Hashtags

A hashtag is a kind of metadata tag marked by the prefix #, sometimes known as a "hash" symbol. This form of tagging is used on microblogging and social networking services such as Twitter, Facebook, Google+, VK and Instagram.

Knowledge tags

A knowledge tag is a type of meta-information that describes or defines some aspect of a piece of information (such as a document, digital image, database table, or web page).[40] Knowledge tags are more than traditional non-hierarchical keywords or terms; they are a type of metadata that captures knowledge in the form of descriptions, categorizations, classifications, semantics, comments, notes, annotations, hyperdata, hyperlinks, or references that are collected in tag profiles (a kind of ontology).[40] These tag profiles reference an information resource that resides in a distributed, and often heterogeneous, storage repository.[40]

Knowledge tags are part of a knowledge management discipline that leverages Enterprise 2.0 methodologies for users to capture insights, expertise, attributes, dependencies, or relationships associated with a data resource.[41] Different kinds of knowledge can be captured in knowledge tags, including factual knowledge (that found in books and data), conceptual knowledge (found in perspectives and concepts), expectational knowledge (needed to make judgments and hypothesis), and methodological knowledge (derived from reasoning and strategies).[41] These forms of knowledge often exist outside the data itself and are derived from personal experience, insight, or expertise. Knowledge tags are considered an expansion of the information itself that adds additional value, context, and meaning to the information. Knowledge tags are valuable for preserving organizational intelligence that is often lost due to turnover, for sharing knowledge stored in the minds of individuals that is typically isolated and unharnessed by the organization, and for connecting knowledge that is often lost or disconnected from an information resource.[42]

Advantages and disadvantages

In a typical tagging system, there is no explicit information about the meaning or semantics of each tag, and a user can apply new tags to an item as easily as applying older tags.[2] Hierarchical classification systems can be slow to change, and are rooted in the culture and era that created them; in contrast, the flexibility of tagging allows users to classify their collections of items in the ways that they find useful, but the personalized variety of terms can present challenges when searching and browsing.

When users can freely choose tags (creating a folksonomy, as opposed to selecting terms from a controlled vocabulary), the resulting metadata can include homonyms (the same tags used with different meanings) and synonyms (multiple tags for the same concept), which may lead to inappropriate connections between items and inefficient searches for information about a subject.[43] For example, the tag "orange" may refer to the fruit or the color, and items related to a version of the Linux kernel may be tagged "Linux", "kernel", "Penguin", "software", or a variety of other terms. Users can also choose tags that are different inflections of words (such as singular and plural),[44] which can contribute to navigation difficulties if the system does not include stemming of tags when searching or browsing. Larger-scale folksonomies address some of the problems of tagging, in that users of tagging systems tend to notice the current use of "tag terms" within these systems, and thus use existing tags in order to easily form connections to related items. In this way, folksonomies may collectively develop a partial set of tagging conventions.

Complex system dynamics

Despite the apparent lack of control, research has shown that a simple form of shared vocabulary emerges in social bookmarking systems. Collaborative tagging exhibits a form of complex systems dynamics (or self-organizing dynamics).[45] Thus, even if no central controlled vocabulary constrains the actions of individual users, the distribution of tags converges over time to stable power law distributions.[45] Once such stable distributions form, simple folksonomic vocabularies can be extracted by examining the correlations that form between different tags. In addition, research has suggested that it is easier for machine learning algorithms to learn tag semantics when users tag "verbosely"—when they annotate resources with a wealth of freely associated, descriptive keywords.[46]

Spamming

Tagging systems open to the public are also open to tag spam, in which people apply an excessive number of tags or unrelated tags to an item (such as a YouTube video) in order to attract viewers. This abuse can be mitigated using human or statistical identification of spam items.[47] The number of tags allowed may also be limited to reduce spam.

Syntax

Some tagging systems provide a single text box to enter tags, so to be able to tokenize the string, a separator must be used. Two popular separators are the space character and the comma. To enable the use of separators in the tags, a system may allow for higher-level separators (such as quotation marks) or escape characters. Systems can avoid the use of separators by allowing only one tag to be added to each input widget at a time, although this makes adding multiple tags more time-consuming.

A syntax for use within HTML is to use the rel-tag microformat which uses the rel attribute with value "tag" (i.e., rel="tag") to indicate that the linked-to page acts as a tag for the current context.[48]

See also

References

  1. ^ Some users, however, see tags not as metadata but as "just more content": Berendt, Bettina; Hanser, Christoph (2007). "Tags are not metadata, but 'just more content'—to some people". Proceedings of the International Conference on Weblogs and Social Media (ICWSM), Boulder, Colorado, USA, March 26–28, 2007. Menlo Park, CA: International Joint Conferences on Artificial Intelligence. OCLC 799635928. {{cite book}}: External link in |chapterurl= (help); Unknown parameter |chapterurl= ignored (|chapter-url= suggested) (help)
  2. ^ a b c d e Smith, Gene (2008). Tagging: people-powered metadata for the social web. Berkeley: New Riders Press. ISBN 9780321529176. OCLC 154806677.
  3. ^ a b c d e Breslin, John G.; Passant, Alexandre; Decker, Stefan (2009). The social semantic web. Heidelberg; New York: Springer-Verlag. doi:10.1007/978-3-642-01172-6. ISBN 9783642011719. OCLC 506401195.
  4. ^ a b Jones, Rodney H.; Hafner, Christoph A. (2012). "Networks and organization". Understanding digital literacies: a practical introduction. Milton Park, Abingdon, Oxon; New York: Routledge. pp. 23–28. ISBN 9780415673167. OCLC 711041611. {{cite book}}: External link in |chapterurl= (help); Unknown parameter |chapterurl= ignored (|chapter-url= suggested) (help)
  5. ^ a b For example, Blogger and WordPress can display tag clouds.
  6. ^ a b For example: Leap is a macOS application that features a clickable tag cloud of macOS tags: "Leap on the Mac App Store". itunes.apple.com. Retrieved 10 March 2017. TaggTool is a Windows application that permits tagging files and displaying a tag cloud: Henry, Alan (28 April 2010). "TaggTool: organize your files by keyword". pcmag.com. PC Magazine. Archived from the original on 11 July 2015. Retrieved 10 March 2017.
  7. ^ Heymann, Paul; Garcia-Molina, Hector (2006). Collaborative creation of communal hierarchical taxonomies in social tagging systems (Technical report). Stanford University. Summarized in: Heymann, Paul (2006). "Tag hierarchies". infolab.stanford.edu. Archived from the original on 25 June 2016. Retrieved 10 March 2017.
  8. ^ Quintarelli, Emanuele; Resmini, Andrea; Rosati, Luca (June 2007). "Information architecture: Facetag: integrating bottom-up and top-down classification in a social tagging system". Bulletin of the American Society for Information Science and Technology. 33 (5): 10–15. doi:10.1002/bult.2007.1720330506.
  9. ^ Wu, Harris; Zubair, Mohammad; Maly, Kurt (2007). "Collaborative classification of growing collections with evolving facets". Proceedings of the eighteenth conference on hypertext and hypermedia, Manchester, UK, September 10–12, 2007. HT '07. New York: Association for Computing Machinery. pp. 167–170. doi:10.1145/1286240.1286289. ISBN 9781595938206. {{cite book}}: External link in |chapterurl= (help); Unknown parameter |chapterurl= ignored (|chapter-url= suggested) (help)
  10. ^ DEVONthink is an example of a desktop application featuring multiple hierarchical tagging: Wessel, Daniel (19 July 2012). "Quick hierarchical tagging in DEVONthink". organizingcreativity.com. Archived from the original on 23 December 2016. Retrieved 10 March 2017.
  11. ^ Carcillo, Franco; Rosati, Luca (2007). "Tags for citizens: integrating top-down and bottom-up classification in the Turin municipality website". In Schuler, Douglas (ed.). Online communities and social computing: second international conference, OCSC 2007, held as part of HCI International 2007, Beijing, China, July 22–27, 2007: proceedings. Vol. 4564. Berlin; New York: Springer-Verlag. pp. 256–264. doi:10.1007/978-3-540-73257-0_29. ISBN 9783540732563. OCLC 184906067.
  12. ^ Wilson, Katie (2007). "OPAC 2.0: next generation online library catalogues ride the Web 2.0 wave!". Online Currents. 21 (10): 406–413.
  13. ^ a b Yee, Raymond (2008). "Understanding tagging and folksonomies". Pro Web 2.0 mashups: remixing data and Web services. The expert's voice in Web development. Berkeley: Apress. pp. 61–75. doi:10.1007/978-1-4302-0286-8_3. ISBN 9781590598580. OCLC 148910044. {{cite book}}: External link in |chapterurl= (help); Unknown parameter |chapterurl= ignored (|chapter-url= suggested) (help)
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  17. ^ See, for example: Screenshot of tags on del.icio.us in 2004 and Screenshot of a tag page on del.icio.us, also in 2004, both published by Joshua Schachter on July 9, 2007.
  18. ^ Garrett, Jesse James (4 August 2005). "An Interview with Flickr's Eric Costello". Archived from the original on 4 July 2007. Tags were not in the initial version of Flickr. Stewart Butterfield wanted to add them. He liked the way they worked on del.icio.us, the social bookmarking application. We added very simple tagging functionality, so you could tag your photos, and then look at all your photos with a particular tag, or any one person's photos with a particular tag. Soon thereafter, users started telling us that what was really interesting about tagging was not just how you've tagged your photos, but how the whole Flickr community has been tagging photos. So we started seeing a lot of requests from users to be able to see a global view of the tagscape.
  19. ^ Mathes, Adam (December 2004). "Folksonomies: cooperative classification and communication through shared metadata". adammathes.com. Archived from the original on 9 March 2017. Retrieved 10 March 2017.
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  21. ^ Bray, Tim (1 February 2007). "A Uniform Resource Name (URN) namespace for tag metadata". tbray.org. Archived from the original on 5 November 2016. Retrieved 10 March 2017.
  22. ^ "Jumper Networks Press Release for Jumper 2.0" (PDF). Jumper Networks, Inc. 29 September 2008. Archived from the original (PDF) on 7 October 2009. Retrieved 10 March 2017.
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  27. ^ "Extended attributes and tag file systems". lesbonscomptes.com. 2 July 2015. Archived from the original on 11 August 2016. Retrieved 10 March 2017.
  28. ^ Schultz, Greg (23 March 2011). "Tag your files for easier searches in Windows 7". techrepublic.com. TechRepublic. Archived from the original on 29 August 2016. Retrieved 10 March 2017.
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  30. ^ Płoszajski, Grzegorz (2017). "Metadata in long-term digital preservation". In Traczyk, Tomasz; Ogryczak, Włodzimierz; Pałka, Piotr; Śliwiński, Tomasz (eds.). Digital preservation: putting it to work. Studies in computational intelligence. New York: Springer-Verlag. pp. 15–61. doi:10.1007/978-3-319-51801-5_2. ISBN 9783319518008. OCLC 969844731. {{cite book}}: External link in |chapterurl= (help); Unknown parameter |chapterurl= ignored (|chapter-url= suggested) (help)
  31. ^ "TagSpaces Community Edition". tagspaces.org. Retrieved 10 March 2017.
  32. ^ Finch, Curt (26 May 2011). "Hashtag techniques for businesses". inc.com. Inc. Magazine. Retrieved 10 March 2017.
  33. ^ Parry, David (11 March 2007). "Tagging files—or how to keep research organized". academhack.outsidethetext.com. Archived from the original on 2 August 2016. Retrieved 10 March 2017.
  34. ^ Smith, Richard (December 2010). "Strategies for coping with information overload". The BMJ. 341: c7126. doi:10.1136/bmj.c7126. PMID 21159764.
  35. ^ Bainbridge, Scott; Page, Geoff; Jaroensutasinee, Mullica; Jaroensutasinee, Krisanadej (September 2011). "Towards a services based architecture for real time marine observing data". OCEANS '11 MTS/IEEE Kona, Waikoloa, Hawaii, USA, 19–22 22 September 2011. Piscataway, NJ: IEEE. pp. 740–745. ISBN 9781457714276. OCLC 777270556. {{cite book}}: External link in |chapterurl= (help); Unknown parameter |chapterurl= ignored (|chapter-url= suggested) (help)
  36. ^ Maron, Mikel (5 November 2004). "geo.lici.us: geotagging hosted services". brainoff.com. Archived from the original on 28 April 2007. Retrieved 10 March 2017.
  37. ^ Catt, Dan (11 January 2006). "Advanced Tagging and TripleTags". Archived from the original on 18 October 2007. Retrieved 10 March 2017. {{cite web}}: |archive-date= / |archive-url= timestamp mismatch; 11 October 2007 suggested (help)
  38. ^ Straup Cope, Aaron (24 January 2007). "Machine tags". flickr.com. Archived from the original on 20 April 2016. Retrieved 10 March 2017.
  39. ^ "The Encyclopedia of Life Flickr group rules". flickr.com. Encyclopedia of Life. Archived from the original on 10 February 2017. Retrieved 10 March 2017. Includes the required use of a taxonomy machine tag.
  40. ^ a b c Panda, Mrutyunjaya; El-Bendary, Nashwa; Salama, Mostafa A.; Hassanien, Aboul Ella; Abraham, Ajith (2012). "Computational social networks: tools, perspectives, and challenges". In Abraham, Ajith; Hassanien, Aboul-Ella (eds.). Computational social networks: tools, perspectives, and applications. New York: Springer-Verlag. pp. 3–23 [14–15]. doi:10.1007/978-1-4471-4048-1_1. ISBN 9781447140474. OCLC 798568503. {{cite book}}: External link in |chapterurl= (help); Unknown parameter |chapterurl= ignored (|chapter-url= suggested) (help)
  41. ^ a b Wiig, Karl M. (March 1997). "Knowledge management: an introduction and perspective". Journal of Knowledge Management. 1 (1): 6–14. doi:10.1108/13673279710800682.
  42. ^ Alavi, Maryam; Leidner, Dorothy E. (February 1999). "Knowledge management systems: issues, challenges, and benefits". Communications of the AIS. 1 (2es). Association for Information Systems: 1.
  43. ^ Golder, Scott A.; Huberman, Bernardo A. (April 2006). "Usage patterns of collaborative tagging systems". Journal of Information Science. 32 (2): 198–208. doi:10.1177/0165551506062337.
  44. ^ Devens, Keith (24 December 2004). "Singular vs. plural tags in a tag-based categorization system (such as del.icio.us)". keithdevens.com. Archived from the original on 10 May 2012. Retrieved 10 March 2017.
  45. ^ a b Halpin, Harry; Robu, Valentin; Shepherd, Hana (2007). "The complex dynamics of collaborative tagging". Proceedings of the 16th international conference on World Wide Web, Banff, Alberta, Canada, May 08–12, 2007. WWW '07. New York: Association for Computing Machinery. pp. 211–220. doi:10.1145/1242572.1242602. ISBN 9781595936547. OCLC 173331796. {{cite book}}: External link in |chapterurl= (help); Unknown parameter |chapterurl= ignored (|chapter-url= suggested) (help)
  46. ^ Körner, Christian; Benz, Dominik; Hotho, Andreas; Strohmaier, Markus; Stumme, Gerd (2010). "Stop thinking, start tagging: tag semantics emerge from collaborative verbosity". Proceedings of the 19th International Conference on World Wide Web, Raleigh, North Carolina, USA, April 26–30, 2010. WWW '10. New York: Association for Computing Machinery. pp. 521–530. doi:10.1145/1772690.1772744. ISBN 9781605587998. OCLC 671101543. {{cite book}}: External link in |chapterurl= (help); Unknown parameter |chapterurl= ignored (|chapter-url= suggested) (help)
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  48. ^ "Microformats wiki: rel='tag'". microformats.org. 10 January 2005. Retrieved 10 March 2017.