Legend:
CC = Vancouver Convention Centre
F = Fairmont Waterfront Vancouver
* = applied session ! = JSM meeting theme
Activity Details
28
Sun, 7/29/2018,
2:00 PM -
3:50 PM
CC-West 208
SPEED: A Mixture of Topics in Health, Computing, and Imaging — Contributed Speed
Mental Health Statistics Section , Section on Statistical Computing , Section on Statistics in Imaging , Section on Statistical Learning and Data Science, SSC, Section on Physical and Engineering Sciences, Section for Statistical Programmers and Analysts
Chair(s): Lu Chen, Worcester Polytechnic Institute
Poster Presentations
for this session.
2:05 PM
Remote Perconditioning Enhances Neuro Protection and Collateral Blood Flow During Ischemia in Distal Cerebral Ischemic Rat Model (MCAo) Through AMPK-ENOS Pathways
Presentation
Abdul Salam, Hamad Medical Corporation ; Aijaz Parray, Hamad Medical Corporation; yonglie Ma, University of Alberta ; Naveed Akhter, Hamamd Medical Corporation; Sajitha VP, Hamad Medical Corporation; Ruth Priyanka, Hamamd Medical Corporation; Ian Winship, University of Alberta; Nosheen Shahid, Hamamd Medical Corporation; Ashfaq Shuaib, University of Alberta
2:10 PM
Polynomial Based Approximate Probability Distributions
Chris Elrod, Baylor University ; James Stamey, Baylor University
2:15 PM
Measurement Reliability in Mental Health Research: Critical Implications for Research Design and Analysis
Alessandro De Nadai, Texas State University ; Marieke Visser, Texas State University
2:30 PM
Tailoring PCA for Detecting Sparse Changes in Multi-Stream Data
Presentation
Martin Tveten, University of Oslo ; Ingrid Kristine Glad, University of Oslo
2:35 PM
Ranked Sparsity Methods for Transparent Model Selection
Presentation
Ryan Andrew Peterson, University of Iowa ; Joseph Cavanaugh, University of Iowa
2:40 PM
Image-On-Image Regression: a Spatial Bayesian Latent Factor Model for Predicting Task-Evoked Brain Activity Using Task-Free MRI
Presentation
Cui Guo, University of Michigan
2:45 PM
Fusion of the Semiparametric Models and Network Measures in the Study of Brain Dynamic Functional Connectivity
Maria Kudela, Takeda Pharmaceuticals ; Jaroslaw Harezlak, Indiana University Bloomington; Mario Dzemidzic, Indiana University School of Medicine; Brandon Oberlin, Indiana University School of Medicine; David A Kareken, Indiana University School of Medicine; Joaquin Goni, Purdue University
2:50 PM
Fast Generalised Linear Models in a Database
Presentation
Thomas Lumley, University of Auckland
3:00 PM
A Deep Learning Approach to the Estimation of Bias and Variance in HARDI
Presentation
Allison Hainline, Vanderbilt University ; Hakmook Kang, Vanderbilt University Medical Center; Bennett Landman, Vanderbilt University
3:05 PM
Creating Counting Process Intervals with Ease
Presentation
Cynthia Crowson, Mayo Clinic ; Terry M Therneau, Mayo Clinic; Elizabeth J Atkinson, Mayo Clinic
3:10 PM
Multi-Scale Vecchia Approximation of Gaussian Processes
Presentation
Jingjie Zhang, Texas A&M University ; Matthias Katzfuss, Texas A&M University
71
Sun, 7/29/2018,
4:00 PM -
5:50 PM
CC-West 202
Statistical Methods for Personalized Medicine — Contributed Papers
Mental Health Statistics Section
Chair(s): Sara Algeri, Imperial College London
4:05 PM
Quantification of Interlocking Pentagon Copying
Presentation
Namhee Kim, Rush University Medical Center ; Timothy Truty, Rush University Medical Center; Lisa L Barnes, Rush University Medical Center; David A Bennett, Rush University Medical Center; Melissa Lamar, Rush University Medical Center
4:20 PM
A Gate-Keeping Test for Selecting Adaptive Interventions for Depression Management Under General SMART Designs
Presentation
Xiaobo Zhong, Columbia University ; Bin Cheng, Columbia University; Min Qian, Columbia University; Ying Kuen Ken Cheung, Columbia University
4:35 PM
Q-Learning for Dynamic Treatment Regimes on CODIACS Vanguard Randomized Controlled Trial
Presentation
Eun Jeong Oh, Columbia ; Min Qian, Columbia University; Ying Kuen Ken Cheung, Columbia University
4:50 PM
Inference and Optimal Design for Longitudinal Cluster-Randomized Clinical Trials Given a Small Number of Clusters with Application to a Serious Mental Illness Intervention Study
CHAE RYON KANG, University of Pittsburgh ; DI ZHANG, University of Pittsburgh
5:05 PM
A Single-Index Model with Multiple-Links
Presentation
Hyung Park, Columbia University ; Eva Petkova, NYU School of Medicine; Thaddeus Tarpey, Wright State University; Todd Ogden, Columbia University
5:20 PM
Floor Discussion
84
Sun, 7/29/2018,
4:00 PM -
4:45 PM
CC-West Hall B
SPEED: A Mixture of Topics in Health, Computing, and Imaging — Contributed Poster Presentations
Mental Health Statistics Section , Section on Statistical Computing , Section on Statistics in Imaging , Section on Statistical Learning and Data Science, SSC, Section on Physical and Engineering Sciences, Section for Statistical Programmers and Analysts
Chair(s): Paul McNicholas, McMaster University
Oral Presentations
for this session.
21:
Remote Perconditioning Enhances Neuro Protection and Collateral Blood Flow During Ischemia in Distal Cerebral Ischemic Rat Model (MCAo) Through AMPK-ENOS Pathways
Abdul Salam, Hamad Medical Corporation ; Aijaz Parray, Hamad Medical Corporation; yonglie Ma, University of Alberta ; Naveed Akhter, Hamamd Medical Corporation; Sajitha VP, Hamad Medical Corporation; Ruth Priyanka, Hamamd Medical Corporation; Ian Winship, University of Alberta; Nosheen Shahid, Hamamd Medical Corporation; Ashfaq Shuaib, University of Alberta
22:
Polynomial Based Approximate Probability Distributions
Chris Elrod, Baylor University ; James Stamey, Baylor University
23:
Measurement Reliability in Mental Health Research: Critical Implications for Research Design and Analysis
Alessandro De Nadai, Texas State University ; Marieke Visser, Texas State University
27:
Tailoring PCA for Detecting Sparse Changes in Multi-Stream Data
Martin Tveten, University of Oslo ; Ingrid Kristine Glad, University of Oslo
28:
Ranked Sparsity Methods for Transparent Model Selection
Ryan Andrew Peterson, University of Iowa ; Joseph Cavanaugh, University of Iowa
29:
Image-On-Image Regression: a Spatial Bayesian Latent Factor Model for Predicting Task-Evoked Brain Activity Using Task-Free MRI
Cui Guo, University of Michigan
30:
Fusion of the Semiparametric Models and Network Measures in the Study of Brain Dynamic Functional Connectivity
Maria Kudela, Takeda Pharmaceuticals ; Jaroslaw Harezlak, Indiana University Bloomington; Mario Dzemidzic, Indiana University School of Medicine; Brandon Oberlin, Indiana University School of Medicine; David A Kareken, Indiana University School of Medicine; Joaquin Goni, Purdue University
31:
Fast Generalised Linear Models in a Database
Thomas Lumley, University of Auckland
32:
A Deep Learning Approach to the Estimation of Bias and Variance in HARDI
Allison Hainline, Vanderbilt University ; Hakmook Kang, Vanderbilt University Medical Center; Bennett Landman, Vanderbilt University
33:
Creating Counting Process Intervals with Ease
Cynthia Crowson, Mayo Clinic ; Terry M Therneau, Mayo Clinic; Elizabeth J Atkinson, Mayo Clinic
34:
Multi-Scale Vecchia Approximation of Gaussian Processes
Jingjie Zhang, Texas A&M University ; Matthias Katzfuss, Texas A&M University
Oral Presentations
for this session.
105 * !
Mon, 7/30/2018,
8:30 AM -
10:20 AM
CC-West 206/207
Novel Development of Matching Designs for Complex Observational Studies — Invited Papers
Section on Statistics in Epidemiology , Health Policy Statistics Section, Mental Health Statistics Section, Survey Research Methods Section
Organizer(s): Bo Lu, The Ohio State University
Chair(s): Dylan Small, University of Pennsylvania
8:35 AM
Building Representative Matched Samples in Large-Scale Observational Studies with Multivalued Treatments
Jose Zubizarreta, Harvard University
9:00 AM
Optimal Tradeoffs Between Generalized Design Goals in Multivariate Matching
Presentation
Samuel David Pimentel, University of California, Berkeley ; Rachel R. Kelz, University of Pennsylvania
9:25 AM
Poly-Matching for Observational Studies: A Comparative Trauma Care Study
Bo Lu, The Ohio State University
9:50 AM
Discussant: Paul Rosenbaum, University of Pennsylvania
10:15 AM
Floor Discussion
110 * !
Mon, 7/30/2018,
8:30 AM -
10:20 AM
CC-West 215/216
Assessing Treatment Effects for Life History Processes — Topic Contributed Papers
Biopharmaceutical Section , Mental Health Statistics Section, ENAR
Organizer(s): Mouna Akacha , Novartis Pharma AG
Chair(s): Mouna Akacha , Novartis Pharma AG
8:35 AM
Symptom Trials Vs Morbidity/Mortality Trials: Are Different Estimands Required?
Presentation
Steven Snapinn, Amgen, Inc.
8:55 AM
Recurrent Event Estimands: With or Without Competing Terminal Event
Presentation
Jiawei Wei, Novartis
9:15 AM
Assessment of a Treatment Effect for Recurrent Event Data in the Presence of a Terminal Event
Presentation
Philip Hougaard, Lundbeck
9:35 AM
Comparison of Event Rates Between On- and Off-Drug Treatment Periods for a Recurrent Adverse Event
Presentation
Brenda Crowe, Eli Lilly & Co. ; Haoda Fu, Eli Lilly and Company; Yebin Tao, Eli Lilly and Company
9:55 AM
Discussant: Hsien-Ming James Hung, PhD, Food and Drug Administration
10:15 AM
Floor Discussion
111 * !
Mon, 7/30/2018,
8:30 AM -
10:20 AM
CC-East 16
Issues and Advances in Power Calculations for Mental Health Studies — Topic Contributed Papers
Mental Health Statistics Section , National Institute on Drug Abuse-NIH
Organizer(s): Wesley Kurt Thompson, University of California, San Diego
Chair(s): Hongyuan Cao, University of Missouri-Columbia
8:35 AM
Guidance on NIMH Grant Application Power Calculations
Presentation
Wesley Kurt Thompson, University of California, San Diego
8:55 AM
Statistical Methods and Tools in Mental Health Studies: a Review of Scientific Rigor, Power Analyzes and Reproducibility
Abera Wouhib, National Institutes of Health
9:15 AM
Improving the Design of Pragmatic Clinical Trials Using Data Collected from Electronic Medical Records
Presentation
Susan Shortreed, Kaiser Permanente Washington Health Research Institute ; Carlyn M Rutter, RAND Corporation; Andrea J. Cook, Kaiser Permanente Washington Health Research Institute; Greg Simon, Kaiser Permenete Washington Health Research Insitute
9:35 AM
Sample Size Considerations for Comparing Dynamic Treatment Regimens in a Sequential Multiple-Assignment Randomized Trial with a Continuous Longitudinal Outcome
Presentation
Nicholas J Seewald, University of Michigan ; Kelley M Kidwell, University of Michigan; James R McKay, University of Pennsylvania; Inbal Nahum-Shani, University of Michigan; Daniel Almirall, University of Michigan
9:55 AM
Statistical Methodology for Modern Mental Health Research
Presentation
Eva Petkova, NYU School of Medicine ; Thaddeus Tarpey, Wright State University; Robert Todd Ogden, Columbia University; Andrea Troxel, New York University School of Medicine
10:15 AM
Floor Discussion
217 *
Mon, 7/30/2018,
2:00 PM -
3:50 PM
CC-East 16
Studying Psychiatric Disorders Using Statistical and Machine Learning Methods — Invited Papers
Mental Health Statistics Section , ENAR, WNAR, SSC
Organizer(s): Hongyuan Cao, University of Missouri-Columbia
Chair(s): Lei Liu, Washington University in St Louis
2:05 PM
SAME-Clustering: Single-Cell Aggregated Clustering via Mixture Model Ensemble
Presentation 1
Presentation 2
Ruth Huh, University of North Carolina at Chapel Hill; Yuchen Yang, University of North Carolina at Chapel Hill; Houston Culpepper, University of North Carolina at Chapel Hill; Yun Li, University of North Carolina at Chapel Hill
2:30 PM
Statistical Methods for Integrative Analysis of Multi-Omics Data with Applications to Psychiatric Disorders
Hongyuan Cao, University of Missouri-Columbia ; Jun Chen, Mayo Clinic; Xianyang Zhang, Texas A&M University
2:55 PM
Statistical Challenges and Opportunities for Analysis of Massive Biobank Data
Presentation
Xihong Lin, Harvard University
3:20 PM
Analysis of Mental Disorder Omics Data: An Integrative Perspective
Shuangge Ma, Yale University
3:45 PM
Floor Discussion
362
Tue, 7/31/2018,
10:30 AM -
12:20 PM
CC-West Hall B
Contributed Poster Presentations: Mental Health Statistics Section — Contributed Poster Presentations
Mental Health Statistics Section
Chair(s): Paul McNicholas, McMaster University
73:
Patient- and Site-Level Factors Associated with Abstinence Outcome in a Multisite Clinical Trial of a Technology-Delivered Psychosocial Intervention for Substance Use Disorders
Martina Pavlicova, Columbia University ; Leila M. Vaezazizi, New York State Psychiatric Institue; Aimee N. C. Campbell, New York State Psychiatric Institute; Mei-Chen Hu, Columbia University; Edward V. Nunes, New York State Psychiatric Institute
74:
Models for Repeated Clustered Data with Informative Cluster Sizes with Applications in Psychiatry
Ana-Maria Iosif, University of California, Davis ; Laura M Tully, University of California Davis; Tara A Niendam, University of California Davis
75:
Sparse Causal Dynamic Network Modeling of fMRI
Xuefei Cao, Brown University ; Xi Luo, Brown University; Bjorn Sandstede, Brown University
394 * !
Tue, 7/31/2018,
2:00 PM -
3:50 PM
CC-West 203
Recent Advances in Cognitive Diagnosis Modeling — Topic Contributed Papers
Mental Health Statistics Section , American Educational Research Association, Journal of Educational and Behavioral Statistics
Organizer(s): Gongjun Xu, University of Michigan
Chair(s): Yuqi Gu, University of Michigan
2:05 PM
An Exploration of Latent Structure in Process Data
Jingchen Liu, Columbia University ; Yunxiao Chen, Emory University; Xueying Tang, Columbia University; Zhi Wang, Columbia University
2:25 PM
A Joint Modeling Framework Using Responses and Response Times to Track Skill Acquisition: Model Estimation and Application
Presentation
Shiyu Wang, University of Georgia ; Susu Zhang, University of Illinois at Urbana-Champaign; Jeff Douglas, University of Illinois at Urbana-Champaign; Steven Culpepper, University of Illinois at Urbana-Champaign
2:45 PM
Factor Analysis of Multitype Recurrent Events with Applications to Modern Educational Assessment
Presentation
Yunxiao Chen, Emory University
3:05 PM
Bayesian Variable Selection for Restricted Latent Class Model with an Application in Cognitive Diagnostic Models
Steven Culpepper, University of Illinois at Urbana-Champaign; Feng Liang, University of Illinois at Urbana-Champaign; Yinyin Chen, University of Illinois at Urbana Champaign
3:25 PM
Identifiability of Restricted Latent Class Models
Presentation
Gongjun Xu, University of Michigan ; Yuqi Gu, University of Michigan
3:45 PM
Floor Discussion
458 * !
Wed, 8/1/2018,
8:30 AM -
10:20 AM
CC-West 211
Small Data and N-Of-1 Trials: Developing Personalized Biostatistics for Personalized Medicine and Individualized Health Care Delivery — Invited Panel
Mental Health Statistics Section , Health Policy Statistics Section, Biometrics Section
Organizer(s): Naihua Duan, Columbia University; Richard L. Kravitz, University of California Davis
Chair(s): Naihua Duan, Columbia University
8:35 AM
Small Data and N-of-1 Trials: Developing Personalized Biostatistics for Personalized Medicine and Individualized Health Care Delivery
Presentation 1
Presentation 2
Panelists:
Christopher Schmid, Brown University
Deborah Estrin , Cornell Tech
Ying Kuen Ken Cheung, Columbia University
Mark Drangsholt, University of Washington
Richard L. Kravitz, University of California Davis
Xiao-Li Meng, Harvard University
10:10 AM
Floor Discussion
491 * !
Wed, 8/1/2018,
10:30 AM -
12:20 PM
CC-West 213
Causal Inference Within Reach: Pragmatic Approaches to Model Construction and Validation — Invited Papers
Health Policy Statistics Section , Social Statistics Section, Biometrics Section, Mental Health Statistics Section
Organizer(s): Booil Jo, Stanford University
Chair(s): Elizabeth A Stuart, Johns Hopkins Bloomberg School of Public Health
10:35 AM
Matching Methods for Causal Inference with Time-Series Cross-Section Data
Presentation
Kosuke Imai, Princeton University ; Erik Wang, Princeton University; In Song Kim, MIT
10:55 AM
Weighting-Based Sensitivity Analysis in Causal Mediation Studies: Interactive Tools for Analysts
Presentation
Guanglei Hong, University of Chicago ; Xu Qin, University of Chicago; Fan Yang, University of Colorado Denver
11:15 AM
Model Assessment in Causal Inference Using Explicit Validators
Presentation
Booil Jo, Stanford University
11:35 AM
Discussant: Tyler VanderWeele, Harvard University
11:55 AM
Discussant: Xiao-Li Meng, Harvard University
12:15 PM
Floor Discussion
517 *
Wed, 8/1/2018,
10:30 AM -
12:20 PM
CC-West 205
Multivariate Analysis of Brain Imaging Data in Mental Disorders — Topic Contributed Papers
Mental Health Statistics Section , Section on Statistics in Imaging
Organizer(s): Samprit Banerjee, Weill Medical College, Cornell University
Chair(s): Davide Risso, Weill Cornell Medicine
10:35 AM
Discovering Depression Subtypes with High-Dimensional Eigenvalue Estimation on Resting-State fMRI Data
Presentation
Samprit Banerjee, Weill Medical College, Cornell University
10:55 AM
New Statistical Methods for Analyzing Whole Brain Metabolites Using High-Resolution MRS Data
Presentation
Shuo Chen, University of Maryland, School of Medicine
11:15 AM
Scalar-On-Function Prediction Models with Missing Covariates: Applications in Depression Research Using EEG and Clinical Data
Presentation
Adam Ciarleglio, Columbia University and the New York State Psychiatric Institute ; Eva Petkova, NYU School of Medicine
11:35 AM
Genome-Wide Heritability Analysis with High-Dimensional Imaging Phenotypes
Presentation
Yize Zhao, Weill Cornell Medical College
11:55 AM
Discussant: Melanie M. Wall, Columbia University
12:15 PM
Floor Discussion
603 * !
Thu, 8/2/2018,
8:30 AM -
10:20 AM
CC-West 109
Statistical Inference for Precision Medicine and Subgroup Analysis — Invited Papers
ENAR , Health Policy Statistics Section, Social Statistics Section, Mental Health Statistics Section, SSC
Organizer(s): Minge Xie, Rutgers University
Chair(s): Xiao-Li Meng, Harvard University
8:35 AM
Inferential Challenges in Machine Learning and Precision Medicine
Presentation
Michael Kosorok, University of North Carolina at Chapel Hill
9:00 AM
Uncertainty Quantification of Treatment Regime in Precision Medicine by Confidence Distributions
Presentation
Minge Xie, Rutgers University ; Yilei Zhan, Rutgers University; Sijian Wang, Rutgers University
9:25 AM
Bayesian Variable Selection in Subgroup Analysis
Juan Shen, Fudan University ; Naveen Naidu Narisetty, University of Illinois at Urbana Champaign; Xuming He, University of Michigan
9:50 AM
Sample Size Considerations for Precision Medicine
Eric Laber, North Carlina State University
10:15 AM
Floor Discussion
628
Thu, 8/2/2018,
8:30 AM -
10:20 AM
CC-East 14
Complex Data Analysis with Mental Health Applications — Contributed Papers
Mental Health Statistics Section
Chair(s): Hua Zhong, New York University
8:35 AM
A Hierarchical Bayesian Markov-Dependent Model for Lifetime Persistence and Recurrence of Major Depressive Episodes
Presentation
Chenyang Gu, Harvard Medical School ; Alan Zaslavsky, Harvard University Medical School; Ronald Kessler, Harvard Medical School
8:50 AM
Repeated Within-Subject Distributions with Covariates and Censoring: a Neuroscience Application
Presentation
Ryan Kelly, University of Pittsburgh ; Allan Sampson, University of Pittsburgh; Rob Sweet, University of Pittsburgh; Ken Fish, University of Pittsburgh; David Lewis, University of Pittsburgh
9:05 AM
Statistical Learning of Successful Smiles
Presentation
Nathaniel Helwig, University of Minnesota
9:20 AM
Clustered-Temporal Bayesian Model for Brain Connectivity in Neuroimaging Data
Presentation
Nairita Ghosal, University of Illinois at Chicago ; Sanjib Basu, University of Illinois at Chicago
9:35 AM
Mediation Analysis with Item Response Theory Model for Ordinal Variables: An Application to a Hypothetical Clinical Trial
Yun Zhang, Janssen Research & Development, LLC ; Xiang Li, Statistics and Decision Sciences, Janssen Research & Development, LLC; Pilar Lim, Janssen Research & Development, LLC
9:50 AM
Estimation and Inference for the Mediation Effect in a Time-Varying Mediation Model
Presentation
Donna Coffman, Temple University ; Xizhen Cai, Temple University; Runze Li, Penn State University
10:05 AM
Floor Discussion