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Hi,
you probably want to window your time series data set first. Afterwards you join the correct labels to predict. That means you have numerical regular attributes (aka continuous depended variables) and a binominal label (aka binary independend variable).
Most algorithm can do this. E.g. SVM, Deep Learning, Random Forest, GBT.
Best,
Martin
@balaji_sundaram did you visit http://mod.rapidminer.com/ ?