Can anyone suggest me a C++ library for one class conditional random field? which can be used for abnormality detection.
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Try this one which may not be exact but close to what you are looking for http://dlib.net/one_class_classifiers_ex.cpp.html – Pal Oct 17 '17 at 15:23
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Two self-written libraries for your referece:

lennon310
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