Dec 25, 2013 · 7:00 PM
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Our upcoming session will deal with time series prediction & classification.
I suggest we'll go over the following interesting recent works. We need a few volunteers that will help us look at the essence of these works. Please send me a message if you would like to assist.
1) Online Learning for Time Series Prediction, Anava et al., COLT 2013 -- http://bit.ly/IxJFO6 (A fresh look at a veteran algorithm. Connecting the world of time series prediction with the theoretical toolbox of online learning.)
2) Behavioral Dynamics on the Web: Learning, Modeling, and Prediction, Radinsky et al., ACM Transactions on Information Systems 2013 -- http://bit.ly/18uiPTx (Dealing with web-scale time series. The what, how, and why.)
3) Playlist Prediction via Metric Embedding, Chen et al., KDD 2012 -- http://bit.ly/1cSCEku (A very interesting way to think of time series prediction. It connects nicely with the discussions we had on music recommendation and app prediction.)
4) If time* will permit I will share a work done at my workplace.
** Please send me a message if you would like to host this/next session (round about 20 people).