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In [1], UDP is proposed to address the limiatation of LPP for the clustering and classification tasks. In this communication, we show that the basic ideas of UDP and LPP are identical. In particular, UDP is just a simplified version of LPP on the assumption that the local density is uniform.
Statistical, Feature evaluation and selection, Face and gesture recognition
Jun Guo, Honggang Zhang, Chuang Zhang, Weihong Deng, Jiani Hu, "Comments on "Globally Maximizing, Locally Minimizing: Unsupervised Discriminant Projection with Application to Face and Palm Biometrics"", IEEE Transactions on Pattern Analysis & Machine Intelligence, vol. 30, no. , pp. 1503-1504, August 2008, doi:10.1109/TPAMI.2007.70783
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