Technical Program

MLSP-P4: ICA and Matrix Methods

Session Type: Poster
Time: Tuesday, March 7, 16:00 - 18:00
Location: Churchill: Poster Area D
Session Chair: Peter Schreier, Paderborn University, Germany
 
MLSP-P4.1: ENHANCING ICA PERFORMANCE BY EXPLOITING SPARSITY: APPLICATION TO FMRI ANALYSIS
         Zois Boukouvalas; University of Maryland, Baltimore County
         Yuri Levin-Schwartz; University of Maryland, Baltimore County
         Tülay Adali; University of Maryland, Baltimore County
 
MLSP-P4.2: INFOMAX-ICA USING HESSIAN-FREE OPTIMIZATION
         Philippe Tillet; Harvard University
         H. T. Kung; Harvard University
         David Cox; Harvard University
 
MLSP-P4.3: PARTITIONED HIERARCHICAL ALTERNATING LEAST SQUARES ALGORITHM FOR CP TENSOR DECOMPOSITION
         Anh-Huy Phan; Brain Science Institute, RIKEN
         Petr Tichavsky; Institute of Information Theory and Automation
         Andrzej Cichocki; Brain Science Institute, RIKEN
 
MLSP-P4.4: AN AUGMENTED LAGRANGIAN ALGORITHM FOR DECOMPOSITION OF SYMMETRIC TENSORS OF ORDER-4
         Anh-Huy Phan; Brain Science Institute, RIKEN
         Masao Yamagishi; Tokyo Institute of Technology
         Andrzej Cichocki; Brain Science Institute, RIKEN
 
MLSP-P4.5: PARTITIONED ALTERNATING LEAST SQUARES TECHNIQUE FOR CANONICAL POLYADIC TENSOR DECOMPOSITION
         Petr Tichavsky; Institute of Information Theory and Automation of the CAS
         Anh-Huy Phan; Brain Science Institute, RIKEN
         Andrzej Cichocki; Brain Science Institute, RIKEN
 
MLSP-P4.6: RELATIVE ERROR BOUNDS FOR NONNEGATIVE MATRIX FACTORIZATION UNDER A GEOMETRIC ASSUMPTION
         Zhaoqiang Liu; National University of Singapore
         Vincent Y. F. Tan; National University of Singapore
 
MLSP-P4.7: A STOCHASTIC MAXIMUM-LIKELIHOOD FRAMEWORK FOR SIMPLEX STRUCTURED MATRIX FACTORIZATION
         Ruiyuan Wu; The Chinese University of Hong Kong
         Wing-Kin Ma; The Chinese University of Hong Kong
         Xiao Fu; University of Minnesota
 
MLSP-P4.8: A UNIFIED CONVERGENCE ANALYSIS OF THE MULTIPLICATIVE UPDATE ALGORITHM FOR NONNEGATIVE MATRIX FACTORIZATION
         Renbo Zhao; National University of Singapore
         Vincent Y. F. Tan; National University of Singapore
 
MLSP-P4.9: ROBUST LINEAR DISCRIMINANT ANALYSIS WITH A LAPLACIAN ASSUMPTION ON PROJECTION DISTRIBUTION
         Shujian Yu; University of Florida
         Zheng Cao; University of Florida
         Xiubao Jiang; Huawei Technologies Co., LTD
 
MLSP-P4.10: A NONCONVEX SPLITTING METHOD FOR SYMMETRIC NONNEGATIVE MATRIX FACTORIZATION: CONVERGENCE ANALYSIS AND OPTIMALITY
         Songtao Lu; Iowa State University
         Mingyi Hong; Iowa State University
         Zhengdao Wang; Iowa State University