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===Semisupervised learning===
[[Semisupervised learning]] approaches to multiple kernel learning are similar to other extensions of supervised learning approaches. An inductive procedure has been developed that uses a log-likelihood empirical loss and group LASSO regularization with conditional expectation consensus on unlabeled data for image categorization <ref> Wang, Shuhui et al. [http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=6177671 S3MKL: Scalable Semi-Supervised Multiple Kernel Learning for Real-World Image Applications]. IEEE TRANSACTIONS ON MULTIMEDIA, VOL. 14, NO. 4, AUGUST 2012 </ref>
===Unsupervised learning===
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