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Monday, 08/05/2013
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Wavelet-Based Principal Component Analysis for Functional Mixed Effects Models
Xiaochen Cai, Columbia University; R. Todd Ogden, Columbia University
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Introduction to Non-Negative Matrix Factorization
George Luta, Georgetown University; Fajwel Fogel, Ecole Polytechnique ParisTech; Douglas A. Marsteller, PepsiCo; Joe Maisog, Glotech, Inc.
8:35 AM
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Functional Generalized Model
Yichi Zhang, North Carolina State University; Ana-Maria Staicu, North Carolina State University; Arnab Maity, North Carolina State University
8:35 AM
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Hierarchical Bayesian Spatio-Temporal Conway-Maxwell Poisson Models with Dynamic Dispersion
Scott H. Holan, University of Missouri; Guohui Wu, University of Missouri; Christopher K. Wikle, University of Missouri
9:00 AM
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Structured Functional Principal Component Analysis
Haochang Shou, Johns Hopkins Bloomberg School of Public Health; Vadim Zipunnikov, Johns Hopkins Bloomberg School of Public Health; Ciprian M. Crainiceanu, The Johns Hopkins University; Sonja Greven, Ludwig-Maximilians-Universität München
9:20 AM
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Nonparametric Response Function Estimation via FPCA with an Application to Dynamic Pet Data
Ci-Ren Jiang, Academia Sinica; John Aston, University of Warwick; Jane-Ling Wang, UC Davis
9:25 AM
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A non-negative matrix factorization analysis of a multiple-choice education test
Kumer Das, Lamar University; Jay Powell, Better Schooling Systems;
9:35 AM
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Reducing Dimensionality in Multitemporal MODIS Data Using Principal Component Analysis for Land Cover Mapping
Hunter Glanz, Boston University; Luis E. Carvalho, Boston University; Mark Friedl, Boston University; Damien Sulla-Menashe, Boston University
11:50 AM
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Statistics Meets Computation: Efficiency Trade-Offs in High Dimensions
Martin Wainwright, UC Berkeley
2:05 PM
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Nested Semi-Definite Cone Analysis with Application to Diffusion Tensor Image Data
Lingsong Zhang, Purdue University; Sungkyu Jung, University of Pittsburgh
3:25 PM
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Tuesday, 08/06/2013
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Conditional Sparsity in Large Covariance Matrix Estimation
Jianqing Fan, Princeton University; Yuan Liao, University of Maryland; Martina Mincheva, Princeton University
8:35 AM
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Principal Component Analysis for Multivariate Functional Data
Jeng-Min Chiou, Academia Sinica
8:35 AM
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Analysis of SNP Data Through Sparse Principal Component Analysis with Altered Similarity Matrix
Ashley Bonner
8:50 AM
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Distinctness Evaluation of Unknown Clustering Structure
Ewa Nowakowska, Institute of Computer Science, PAS
9:05 AM
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Principal Volatility Component Analysis
Ruey S. Tsay, The University of Chicago; Yu-Pin Hu, National Chi Nan University
9:20 AM
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Principal Component Analysis for High-Dimensional Non-Gaussian Data
Fang Han, Johns Hopkins University; Han Liu, Princeton University
9:35 AM
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Regularization and Estimation in Regression with Cluster Variables
Qingzhao Yu, LSU Health Sciences Center; Bin Li, Louisiana State University
10:35 AM
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Sparse PCA: Optimal Rates and Adaptive Estimation
Tony Cai, University of Pennsylvania
11:05 AM
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Forecasting Multivariate Realized Stock Market Volatility: PCA or MFA?
Xiaohang Wang, The University of Hong Kong; Jianhua Zhao, Yunnan University of Finance and Economics; Philip L.H. Yu, The University of Hong Kong
11:05 AM
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A Novel Principal Component Analysis for Spatially Misaligned Multivariate Air Pollution Data
Roman Jandarov, University of Washington; Adam Szpiro, University of Washington
11:35 AM
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Consistency of Principal Component Scores in High-Dimensional Data
Kristoffer Hellton, Department of Biostatistics, University of Oslo; Magne Thoresen, Department of Biostatistics, Institute of Basic Medical Sciences, University of Oslo
11:35 AM
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Sparse Low-Rank Models for the Integration of Multiple Data Types
Eric Frazer Lock, Duke University
2:05 PM
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On Multilinear Principal Component Analysis of Order-Two Tensors
I-Ping Tu, Academia Sinica; Hung Hung, Institute of Epidemiology and Preventive Medicine, National Taiwan University; Su-Yun Huang, Institute of Statistical Science, Academia Sinica; Peishien Wu, Institute of Statistical Science, Academia Sinica
2:05 PM
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Genetic Association with Multiple Traits in the Presence of Population Stratification
Qizhai Li, Academy of Mathematics and Systems Science, CAS; Ting Yan, George Washington University; Yuanzhang Li, Walter Reed Army Institute of Research; Zhaohai Li, George Washington University; Gang Zheng, National Heart, Lung and Blood Institute
2:45 PM
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