Bibliography for CS5200: On-line Machine Learning BETA

1.

Bishop, C. M. Pattern Recognition and Machine Learning. vol. Information science and statistics (Springer, 2006).

2.

Barber, D. Bayesian Reasoning and Machine Learning. (Cambridge University Press, 2012).

3.

Shumway, R. H. & Stoffer, D. S. Time Series Analysis and Its Applications: With R Examples. (Springer, 2017).

4.

Shumway, R. H. & Stoffer, D. S. Time Series Analysis and Its Applications: With R Examples. vol. Springer Texts in Statistics (Springer, 2011).

5.

Mitchell, T. M. Machine Learning. (McGraw-Hill, 1997).

6.

Cesa-Bianchi, N. & Lugosi, G. Prediction, Learning, and Games. (Cambridge University Press, 2006).

7.

Cesa-Bianchi, N. & Lugosi, G. Prediction, Learning, and Games. (Cambridge University Press, 2006).

8.

Durbin, J. & Koopman, S. J. Time Series Analysis by State Space Methods. vol. 38 (Oxford University Press, 2012).

9.

Sutton, R. S. & Barto, A. G. Reinforcement Learning: An Introduction. (MIT Press, 1998).

10.

Sutton, R. S. & Barto, A. G. Reinforcement Learning: An Introduction. (MIT Press, 1998).

11.

Sutton, R. S., Barto, A. G. & Bach, F. Reinforcement Learning. (MIT Press Ltd, 2018).