Alexey Grigorevich Ivakhnenko
|Olexiy Hryhorovych Ivakhnenko|
30 March 1913|
Kobeliaky, Russian Empire
|Died||16 October 2007
|Nationality||Soviet Union, Ukraine|
|Fields||Mathematics, Computer Science, Machine learning|
|Institutions||Glushkov Institute of Cyberneticsuk, National Academy of Sciences of Ukraine|
|Alma mater||Leningrad Institute of Electric Engineering|
|Known for||Group Method of Data Handling|
|Notable awards||Two State Prizes of the USSR,
Medal "For Distinguished Labour",
Order of Friendship of Peoples,
Medal "For Valiant Labour in the Great Patriotic War 1941-1945"
Alexey Grigoryevich (Olexiy Hryhorovych) Ivakhnenko (Ukrainian: Олексíй Григо́рович Іва́хненко; 30 March 1913 – 16 October 2007) was a Soviet and Ukrainian mathematician most famous for developing the Group Method of Data Handling (GMDH), a method of inductive statistical learning, for which he is sometimes referred to as the "father of Deep Learning".
Ivakhnenko graduated in 1938 from the Leningrad Institute of Electric Engineering. In 1944 he joined the Ukrainian Academy of Sciences in Kiev. From 1964 he was Head of the Combined Control Systems Division of the Glushkov Institute of Cyberneticsuk at the National Academy of Sciences of Ukraine. He was an Academician of the National Academy of Sciences of Ukraine.
- Ivakhnenko, A.G. (1971). "Polynomial theory of complex systems". IEEE Transactions on Systems, Man and Cybernetics. IEEE (4): 364–378. doi:10.1109/TSMC.1971.4308320.
- Ivakhnenko, A.G.; Ivakhnenko, G.A. (1995). "The review of problems solvable by algorithms of the group method of data handling (GMDH)". Pattern Recognition And Image Analysis (5): 527–535. Retrieved 4 June 2016.
- Ivakhnenko, A.G. (1968). "The group method of data handling-a rival of the method of stochastic approximation". Soviet Automatic Control. 13 (3): 43–55.
- Ivakhnenko, A.G. (1970), Heuristic Self-Organization in Problems of Engineering Cybernetics. Automatica, 6, 1970
- [Jürgen Schmidhuber. Critique of Paper by "Deep Learning Conspiracy" (Nature 521 p 436), June 2015. http://people.idsia.ch/~juergen/deep-learning-conspiracy.html]
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