Scalable k -Means Clustering via Lightweight Coresets
暂无分享,去创建一个
[1] Andreas Krause,et al. Strong Coresets for Hard and Soft Bregman Clustering with Applications to Exponential Family Mixtures , 2015, AISTATS.
[2] Silvio Lattanzi,et al. One-Shot Coresets: The Case of k-Clustering , 2017, AISTATS.
[3] Sariel Har-Peled,et al. Coresets for $k$-Means and $k$-Median Clustering and their Applications , 2018, STOC 2004.
[4] David Haussler,et al. Decision Theoretic Generalizations of the PAC Model for Neural Net and Other Learning Applications , 1992, Inf. Comput..
[5] Alexander J. Smola,et al. Communication Efficient Coresets for Empirical Loss Minimization , 2015, UAI.
[6] Andreas Krause,et al. Training Mixture Models at Scale via Coresets , 2017 .
[7] Andreas Krause,et al. Training Gaussian Mixture Models at Scale via Coresets , 2017, J. Mach. Learn. Res..
[8] Sariel Har-Peled. Geometric Approximation Algorithms , 2011 .
[9] Michael Langberg,et al. A unified framework for approximating and clustering data , 2011, STOC '11.
[10] Andreas Krause,et al. The next big one: Detecting earthquakes and other rare events from community-based sensors , 2011, Proceedings of the 10th ACM/IEEE International Conference on Information Processing in Sensor Networks.
[11] Sergei Vassilvitskii,et al. k-means++: the advantages of careful seeding , 2007, SODA '07.
[12] Yi Li,et al. Improved bounds on the sample complexity of learning , 2000, SODA '00.
[13] Thierry Bertin-Mahieux,et al. The Million Song Dataset , 2011, ISMIR.
[14] Andreas Krause,et al. Uniform Deviation Bounds for k-Means Clustering , 2017, ICML.
[15] Sariel Har-Peled,et al. On coresets for k-means and k-median clustering , 2004, STOC '04.
[16] Yingyu Liang,et al. Distributed k-Means and k-Median Clustering on General Topologies , 2013, NIPS 2013.
[17] Ke Chen,et al. On Coresets for k-Median and k-Means Clustering in Metric and Euclidean Spaces and Their Applications , 2009, SIAM J. Comput..
[18] Sariel Har-Peled,et al. Smaller Coresets for k-Median and k-Means Clustering , 2005, SCG.
[19] Dan Feldman,et al. A PTAS for k-means clustering based on weak coresets , 2007, SCG '07.
[20] Andreas Krause,et al. Coresets for Nonparametric Estimation - the Case of DP-Means , 2015, ICML.
[21] Trevor Campbell,et al. Coresets for Scalable Bayesian Logistic Regression , 2016, NIPS.
[22] David H. Mathews,et al. Detection of non-coding RNAs on the basis of predicted secondary structure formation free energy change , 2006, BMC Bioinformatics.
[23] Sanjoy Dasgupta,et al. Moment-based Uniform Deviation Bounds for k-means and Friends , 2013, NIPS.
[24] Hunter Johnson. Definable families of finite Vapnik Chervonenkis dimension , 2008 .
[25] L. Schulman,et al. Universal ε-approximators for integrals , 2010, SODA '10.
[26] J. Matousek,et al. Geometric Discrepancy: An Illustrated Guide , 2009 .
[27] Andreas Krause,et al. Scalable Training of Mixture Models via Coresets , 2011, NIPS.