Bibliography for CS5200: On-line Machine Learning BETA

1.

Bishop CM. 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 RH, Stoffer DS. Time Series Analysis and Its Applications: With R Examples. 4th Edition. Springer; 2017.

4.

Shumway RH, Stoffer DS. Time Series Analysis and Its Applications: With R Examples. Vol Springer Texts in Statistics. 4th Edition. Springer; 2011. https://ebookcentral-proquest-com.ezproxy01.rhul.ac.uk/lib/rhul/detail.action?docID=6312856

5.

Mitchell TM. Machine Learning. International Edition. 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. https://ezproxy01.rhul.ac.uk/login?url=http://www.vlebooks.com/vleweb/product/openreader?id=Holloway&isbn=9780511316029&uid=^u

8.

Durbin J, Koopman SJ. Time Series Analysis by State Space Methods. Vol 38. 2nd Edition. Oxford University Press; 2012. https://doi-org.ezproxy01.rhul.ac.uk/10.1093/acprof:oso/9780199641178.001.0001

9.

Sutton RS, Barto AG. Reinforcement Learning: An Introduction. MIT Press; 1998.

10.

Sutton RS, Barto AG. Reinforcement Learning: An Introduction. MIT Press; 1998. https://ieeexplore.ieee.org/xpl/bkabstractplus.jsp?bkn=6267343

11.

Sutton RS, Barto AG, Bach F. Reinforcement Learning. 2nd Edition. MIT Press Ltd; 2018.