pKNN+AL (Jain and Kapoor, 2009) is a probabilistic modification of the KNN classifier. Given a set of points from , labels from , and a Mercer kernel , the probability of belonging to class is
where is the number of that belong to class . It is also an active learning algorithm and comes with a MATLAB implementation.
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