豊橋技術科学大学

情報メディア基盤センター

図書館

渡辺研究室

機械学習

• C. M. Bisho, Pattern Recognition and Machine Learning, 2006 

• T. Hasite, R. Tibshirani, J. Friedman, The Elements of Statistical Learning: Data Mining, Inference, and Prediction. Second Edition, 2009 

• S. S. Shwartz, S. B. David, Understanding Machine Learning: From Theory to Algorithms, 2014 

• B. Efron, T. Hastie, Computer Age Statistical Inference: Algorithms, Evidence and Data Science, 2016

• M. P. Deisenroth, Mathematics for Machine Learning, 2020 

統計

最適化

• S. Boyd, L. Vandenberghe, Convex Optimization, 2004 

• P. Jain, P. Kar, Non-convex Optimization for Machine Learning, 2017