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cs.LG2012
Nonparametric Unsupervised Classification
Yingzhen Yang, Thomas S. Huang
Unsupervised classification methods learn a discriminative classifier from unlabeled data, which has been proven to be an effective way of simultaneously clustering the data and tr…
cs.LG2012★ 6 cited
Regularized Maximum Likelihood for Intrinsic Dimension Estimation
Mithun Das Gupta, Thomas S. Huang
We propose a new method for estimating the intrinsic dimension of a dataset by applying the principle of regularized maximum likelihood to the distances between close neighbors. We…