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Deep learning has become one of very important machine learning methods in image classification, but most of them require a long training time to solve a non-convex optimization problem. In comparison, the training of extreme learning machine (ELM) is very simple, fast and effective. In order to combine the advantages of both methods, many researchers have tried to introduce ELM to deep architectures...
A clustering algorithm for datasets with pairwise constraints using the Centroid Neural Network (Cent.NN) is proposed in this paper. The proposed algorithm, referred to as the Centroid Neural Network with Pairwise Constraints (Cent. NN-PC) algorithm, utilizes Cent.NN as its backbone algorithm for data clustering and adopts a semi-supervised learning process for pairwise constraints. A newly formulated...
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