Data Mining and Statistical Learning

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Winter 2012

All meetings will be held on Tuesday between 10:30 am - 12:00 pm in CH240.
Spectral methods is the theme of Winter 2012 quarter.

January 10th, 2012
Speaker: Sungmin Kim
Title: "A Tutorial on Spectral Clustering" by von Luxburg"

January 17th, 2012
Speaker: Zhengyu Hu
Title: "Dimensionality Reduction for Spectral Clustering"

January 24th, 2012
Speaker: Yuanlong Shao
Title: "Constant Depth Circuits, Fourier Transorm, and Learnability"

Suggested Papers

A Tutorial on Spectral Clustering by von Luxburg (1996)
Low-dimensional clustering detects incipient dominant influenza strain clusters by He and Deem (2010)
Multiple Non-Redundant Spectral Clustering Views by Niu et al (2010)
Dimensionality Reduction for Spectral Clustering by Niu et al (2011)
Constant Depth Circuits, Fourier Transorm, and Learnability by Linial et al (1993)
Evolutionary Spectral Clustering by Incorporating Temporal Smoothness by Chi et al (2007)
Spectral Clustering with Perturbed Data by Huang et al (2007)
Spectral Clustering and the High-dimensional Stochastic Blockmodel by Rohe et al (2011)