Bibliography for CS5200: On-line Machine Learning BETA

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

Bishop, C.M. (2006) Pattern Recognition and Machine Learning. New York: Springer.

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

Cesa-Bianchi, Nicol and Lugosi, G. (2006) Prediction, Learning, and Games. Cambridge: Cambridge University Press. Available at: https://ezproxy01.rhul.ac.uk/login?url=http://www.vlebooks.com/vleweb/product/openreader?id=Holloway&isbn=9780511316029&uid=^u.

Durbin, J. and Koopman, S.J. (2012) Time Series Analysis by State Space Methods. 2nd Edition. Oxford: Oxford University Press. Available at: https://doi-org.ezproxy01.rhul.ac.uk/10.1093/acprof:oso/9780199641178.001.0001.

Mitchell, T.M. (1997) Machine Learning. International Edition. New York: McGraw-Hill.

Shumway, R.H. and Stoffer, D.S. (2011) Time Series Analysis and Its Applications: With R Examples. 4th Edition. New York: Springer. Available at: https://ebookcentral-proquest-com.ezproxy01.rhul.ac.uk/lib/rhul/detail.action?docID=6312856.

Shumway, R.H. and Stoffer, D.S. (2017) Time Series Analysis and Its Applications: With R Examples. 4th Edition. Cham, Switzerland: Springer.

Sutton, R.S. and Barto, A.G. (1998a) Reinforcement Learning: An Introduction. Cambridge, Mass: MIT Press.

Sutton, R.S. and Barto, A.G. (1998b) Reinforcement Learning: An Introduction. Cambridge, Massachusetts: MIT Press. Available at: https://ieeexplore.ieee.org/xpl/bkabstractplus.jsp?bkn=6267343.

Sutton, R.S., Barto, A.G. and Bach, F. (2018) Reinforcement Learning. 2nd Edition. Massachusetts: MIT Press Ltd.