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Machine Cognition
[edit]Volume 2: Statistical Methods
[edit]- Theory
- Statistical classification
- Regression analysis
- Logistic regression
- Bayes' theorem
- Bayesian inference
- Cluster analysis
- Hidden Markov model
- Information theory
- Practice
- Recommender system
- Collaborative filtering
- Data mining
- The R language
- Tutorial: R
- Tutorial: Weka
- Tutorial: Orange
- Algorithms and methods
- Naive Bayes classifier
- Bayesian linear regression
- Association rule learning
- Decision tree learning
- Support vector machine
- Principal component analysis