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Keyword Search Criteria: Lasso returned 53 record(s)
Sunday, 07/29/2018
Ranked Sparsity Methods for Transparent Model Selection
Ryan Andrew Peterson, University of Iowa; Joseph Cavanaugh, University of Iowa


An Innovative Approach to Identify Biomarker Signatures for Cancer Genetic Data with Survival Endpoints
Ming Wang, Pennsylvania State University; Zheng Li, Penn State Unviersity


Sparse Convex Clustering
Binhuan Wang, New York University School of Medicine; Yilong Zhang, Merck Research Laboratories; Will Wei Sun, University of Miami School of Business Administration; Yixin Fang, New Jersey Institute of Technology
2:05 PM

Space and Space-Time Cluster Detection Using the LASSO in Disease Mapping
Ronald Gangnon, University of Wisconsin; Maria Kamenetsky, University of Wisconsin-Madison; Junho Lee, King Abdullah University of Science and Technology; Jun Zhu, University of Wisconsin - Madison
2:25 PM

Generalized Bias and Variance for Convex Regularized Estimators
Pierre Bellec, Rutgers University
2:25 PM

Ranked Sparsity Methods for Transparent Model Selection
Ryan Andrew Peterson, University of Iowa; Joseph Cavanaugh, University of Iowa
2:35 PM

An Innovative Approach to Identify Biomarker Signatures for Cancer Genetic Data with Survival Endpoints
Ming Wang, Pennsylvania State University; Zheng Li, Penn State Unviersity
2:50 PM

Debiasing the Debiased Lasso with Bootstrap
Sai Li, Rutgers University
3:05 PM

Bayesian Overlapping Group Lasso: An Application in Jointly Modeling Multiple Genetic Pathways with Several Common Genes Between
Sounak Chakraborty, University of Missouri, Columbia
4:05 PM

Weak Signals in High-Dimension Regression: Detection, Estimation and Prediction
Yi Li
4:05 PM

Monday, 07/30/2018
How to Identify Fake Images?: Multiscale Methods vs. Sherlock Holmes
Minsu Park, Yonsei University College of Medicine; Hee-Seok Oh, Seoul National University; Donghoh Kim, Sejong University; Minjeong Park, Statistics Korea; Jinae Lee, Yonsei University College of Medicine


Comparison of Variable Selection Approaches in Predictive Modeling
Jing Zhang, Miami University; Thomas Fisher, Miami University; Qi He, Miami University


The Application of Elastic Net with Fused Term in Change Point Detection via Coordinate Descent
Zhi Wang, University of Alabama


Covariate-Adjusted Tensor Classification in High-Dimensions
Yuqing Pan, Florida State University; Qing Mai, Florida State University; Xin Zhang, Florida State University


Sound and Solid Selection of Covariates - a Simulation Study
Kira Dynnes Svendsen, Technical University of Denmark; Nina Munkholt Jakobsen, Technical University of Denmark


Asymptotic Properties of Adaptive Group Lasso in High-Dimensional Generalized Additive Model with a Diverging Number of Parameters and Consistent Tuning Parameter Selection
Kaixu Yang; Jun Liu, Michigan State University


Sparse Variable Selection in Kernel Discriminant Analysis via Optimal Scoring
Alexander Lapanowski, Texas A&M; Irina Gaynanova, Texas A&M Univeristy


Sparse Functional Additive Models
Peijun Sang, Simon Fraser University; Liangliang Wang, Simon Fraser University; Jiguo Cao, Simon Fraser University
2:20 PM

Variable Selection for Highly Correlated Predictors
Fei Xue, University of Illinois at Urbana-Champaign; Annie Qu, University of Illinois at Urbana-Champaign
2:45 PM

PULasso: High-Dimensional Variable Selection with Presence-Only Data
Hyebin Song, UW-Madison
3:05 PM

Tuesday, 07/31/2018
Variable Selection May Be Overrated
Tristan Grogan, UCLA; David Elashoff, UCLA


SAVER: Gene Expression Recovery for UMI-Based Single Cell RNA Sequencing
Mo Huang, University of Pennsylvania; Jingshu Wang, University of Pennsylvania; Mingyao Li, University of Pennsylvania; Nancy Zhang, University of Pennsylvania


A Bayesian Gene-Based GWAS Analysis of Osteosarcoma Trio Data Using a Hierarchically Structured Prior
Yi Yang, University of Minnesota; SAONLI BASU, University of Minnesota; Lisa Mirabello, National Institutes of Health; Logan Spector, University of Minnesota; Lin Zhang, University of Minnesota


Comparison of Missing Data Methods in the Use of LASSO Regression for Model Selection with Applications to the National Trauma Data Bank
Sarah B Peskoe, Duke University; Tracy Truong, Duke University; Lily R Mundy, Duke University School of Medicine; Ronnie L Shammas, Duke University School of Medicine; Scott T Hollenbeck, Duke University School of Medicine


Microbial Network Estimation Using Compositional Graphical Lasso
Chuan Tian, Oregon State University; Duo Jiang, Oregon State University; Tom Sharpton, Oregon State University; Yuan Jiang, Oregon State University


Scrutiny of Inference on Generalized Linear Models with High-Dimensional Covariates
Lu Xia, University of Michigan; Bin Nan, University of California, Irvine; Yi Li, University of Michigan
8:35 AM

Using Statistical Approaches to Stratify Hospital-Readmission Risk After Hip Fracture
Qingqing Dai, Oklahoma State University; Zhuqi Miao, Oklahoma State University; Lan Zhu, Oklahoma State University
8:50 AM

A Bayesian Gene-Based GWAS Analysis of Osteosarcoma Trio Data Using a Hierarchically Structured Prior
Yi Yang, University of Minnesota; SAONLI BASU, University of Minnesota; Lisa Mirabello, National Institutes of Health; Logan Spector, University of Minnesota; Lin Zhang, University of Minnesota
9:00 AM

SAVER: Gene Expression Recovery for UMI-Based Single Cell RNA Sequencing
Mo Huang, University of Pennsylvania; Jingshu Wang, University of Pennsylvania; Mingyao Li, University of Pennsylvania; Nancy Zhang, University of Pennsylvania
9:10 AM

Projection-Based Inference for High-Dimensional Linear Models
Sangyoon Yi, Texas A&M Univ; Xianyang Zhang, Texas A&M University
9:20 AM

Robust Group LASSO Methods
Kristin Lilly, Columbus State University; Nedret Billor, Auburn University
9:35 AM

Microbial Network Estimation Using Compositional Graphical Lasso
Chuan Tian, Oregon State University; Duo Jiang, Oregon State University; Tom Sharpton, Oregon State University; Yuan Jiang, Oregon State University
9:55 AM

Penalized Versus Segmentation Methods in Changepoint Problems
Ryan Tibshirani, Carnegie Mellon University; Sangwon Hyun, Carnegie Mellon University; Kevin Lin, Carnegie Mellon University; Max G'Sell, Carnegie Mellon University
11:00 AM

Comparison of Missing Data Methods in the Use of LASSO Regression for Model Selection with Applications to the National Trauma Data Bank
Sarah B Peskoe, Duke University; Tracy Truong, Duke University; Lily R Mundy, Duke University School of Medicine; Ronnie L Shammas, Duke University School of Medicine; Scott T Hollenbeck, Duke University School of Medicine
11:15 AM

The Generalized Ridge Estimator of the Inverse Covariance Matrix
Wessel Van Wieringen, VU Medical Center
2:20 PM

Hyperplane Estimation in High Dimensions
Zhiyuan Lu, University of Michigan
3:20 PM

Wednesday, 08/01/2018
Factor Selection and Level Grouping with Applications to Golden Path Determination
Nan-Jung Hsu, National Tsing Hua University
9:05 AM

Compositional Knockoff Filter for FDR Control in Microbiome Regression Analysis
Arun Srinivasan, Pennsylvania State Univ; Lingzhou Xue, Penn State University and National Institute of Statistical Sciences; Xiang Zhan, Pennsylvania State University
9:35 AM

Penalized Multiple Inflated Values Selection Method with Application to SAFER Data
Qiuya Li, City University of Hong Kong; Kwok Fai TSO, City University of Hong Kong; Yang Li, Renmin University of China; Yichen Qin, University of Cincinnati; Travis Lovejoy, Oregon Health and Science University; Timothy Heckman, University of Georgia
10:35 AM

Inferring Non-Bifurcating Phylogenies with the Adaptive Lasso
Vu Dinh, University Of Delaware
10:55 AM

Identifying Farming Practices and Characteristics Associated with Higher Incomes for Smallholder Farms in Kibaale District, Uganda
Yew-Meng Koh, Hope College
11:05 AM

Big Data, Google, and Infectious Disease Prediction: a Statistical Perspective
Shihao Yang; S. C. Kou, Harvard University; Mauricio Santillana, Harvard University
11:05 AM

Functional Variable Selection for a Low-Dimensional Robotic Hand Prosthetic
Jonathan Stallings, North Carolina State University; Ana-Maria Staicu, NC State University; Md Islam, North Carolina State University; Helen Huang, UNC Chapel Hill/North Carolina State University; Lizhi Pan, UNC Chapel Hill/NC State University; Dustin Crouch, University of Tennessee
11:05 AM

Combining Probability and Non-Probability Samples: Theory and Practice
Michael Elliott, University of Michigan; Richard Valliant, University of Michigan; Jack Chen, SurveyMonkey
2:05 PM

Variable Selection in Quantile Varying Coefficient Models with Heteroscedastic Error
Mohammed Abdulkerim Ibrahim, Hasselt University; Anneleen Verhasselt, Hasselt University
2:50 PM

Thursday, 08/02/2018
A Spatial Group Sparse Multi-Task Regression Model for Imaging Genetics
Farouk Nathoo; Yin Song, University of Victoria; Shufei Ge, Simon Fraser University; Liangliang Wang, Simon Fraser University; Jiguo Cao, Simon Fraser University
8:55 AM

Lasso Estimation of Hierarchical Interactions for Analyzing Heterogeneous Treatment Effect
Yu Du, Johns Hopkins Bloomberg School of Public Health; Ravi Varadhan, Johns Hopkins University
9:50 AM

Information-Based Subdata Selection for LASSO Regression
Min Yang, University of Illinois at Chicago; Xin Wang, University of Illinois at Chicago
10:35 AM

High-Dimensional Variable Selection When Features Are Sparse
Jacob Bien, University of Southern California; Xiaohan Yan, Cornell University
10:35 AM

Estimating the Error Variance in a High-Dimensional Linear Model
Guo Yu, Cornell University; Jacob Bien, University of Southern California
10:50 AM

Targeted Learning for Causal Inference
Mark van der Laan, UC Berkeley
11:00 AM

Regularized Calibrated Estimation of Propensity Scores with Model Misspecification and High-Dimensional Data
Zhiqiang Tan, Rutgers University
11:25 AM

A General Framework for Variable Selection in Linear Mixed Models with Applications to Genetic Studies with Structured Populations
Sahir Rai Bhatnagar, McGill University; Karim Oualkacha, Universite Du Quebec a Montreal; Yi Yang, McGill University; Celia M.T. Greenwood, Lady Davis Research Institute, McGill University
12:05 PM