Fast adaptive <e1>k</e1>-means clustering: some empirical results Export

@proceedings{citeulike:941235, abstract = {The authors present learning rate schedules for fast adaptive <e1>k</e1>-means clustering which surpass the standard MacQueen learning rate schedule (J. MacQeen, 1967) in speed and quality of solution by several orders of magnitude for large <e1>k</e1>. The methods accomplish this by largely overcoming the problems of metastable local minima and nonstationarity of cluster region boundaries which plague the MacQueen approach. The authors use simulation results to compare the clustering performances of four learning rate schedules applied to independently sampled data from a uniform distribution in one and two dimensions}, author = {Darken, C. and Moody, J.}, citeulike-article-id = {941235}, citeulike-linkout-0 = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=137720}, journal = {Neural Networks, 1990., 1990 IJCNN International Joint Conference on}, pages = {233--238 vol.2}, posted-at = {2006-11-13 14:59:03}, priority = {3}, title = {Fast adaptive <e1>k</e1>-means clustering: some empirical results}, url = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=137720}, year = {1990} }

TY - CONF ID - citeulike:941235 L3 - citeulike-article-id:941235 N2 - The authors present learning rate schedules for fast adaptive <e1>k</e1>-means clustering which surpass the standard MacQueen learning rate schedule (J. MacQeen, 1967) in speed and quality of solution by several orders of magnitude for large <e1>k</e1>. The methods accomplish this by largely overcoming the problems of metastable local minima and nonstationarity of cluster region boundaries which plague the MacQueen approach. The authors use simulation results to compare the clustering performances of four learning rate schedules applied to independently sampled data from a uniform distribution in one and two dimensions JF - Neural Networks, 1990., 1990 IJCNN International Joint Conference on EP - 238 vol.2 TI - Fast adaptive <e1>k</e1>-means clustering: some empirical results SP - 233 AU - Darken, C AU - Moody, J PY - 1990/// UR - http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=137720 ER -