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I am looking for a pattern recognition toolbox in MATLAB capable of doing well and have enough number of possible routines. What can be good candidate?

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I like SPIDER, but just because it has cool graphics. It isn't a bad SVM and it can do some basics.

When it comes to pattern recognition, there are a lot of flavors of algorithms to choose from and each has its own trade-offs. The kinds of patterns that you are trying to work with determine which methods are going to work better. Without a clear specification there, it is somewhat difficult to make more headway into recommending a particular direction.

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