JSM2025
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Contributed Papers

Innovations in Statistical Learning and Inference for Complex Data Structures

Sun, Aug 3, 2:00 PM - 3:50 PM Room CC-102B Music City Center
Mitra DevkotaChair
Isolated Statisticians

6 Presentations

A Monte Carlo Simulation Comparison of Some Nonparametric Survival Functions for Incomplete Data
2:05 PM - 2:20 PM
Co-authors: Ganesh Malla (University of Cincinnati - Clermont College), Ganesh Malla (University of Cincinnati - Clermont College)
survival functioncensored datapiecewise exponential estimatorKaplan-Meier estimatorsimulation studynonparametric methods
A Win Odds Approach to Advancing Dose Optimization in Drug development
2:20 PM - 2:35 PM
Co-authors: Cong Cao (Bristol-Myers Squibb Company), Cong Cao (Bristol-Myers Squibb Company), Rachael Wen (Bristol-Myers Squibb Company)
Dose OptimizationBenefit-Risk AnalysisWin Odds
Comparisons of Variable Selection and Inference Methods in High-dimensional Mediation Analysis
2:35 PM - 2:50 PM
Co-authors: Xizhen Cai (Williams College), Xizhen Cai (Williams College), Yuan Huang (Yale University), Yeying Zhu (University of Waterloo)
Linear structural equation modelingPenalizationBootstrap
Dynamic Latent Space Models for Relational Data
2:50 PM - 3:05 PM
Co-authors: Jie Jian (University of Chicago), Owen Ward (Simon Fraser University), Jie Jian (University of Chicago)
network sciencelatent space modelsdynamic networksspatial embeddings
Model selection for big multivariate time series data using emulators
3:05 PM - 3:20 PM
Co-authors: Brian Wu (Xavier University), Brian Wu (Xavier University)
Big dataKrigingOptimizationOrder identificationARMA
Online Quantile Regression
3:20 PM - 3:35 PM
Co-authors: Yinan Shen (University of Southern California), Yinan Shen (University of Southern California), Dong Xia (Hong Kong University of Science and Technology), Wenxin Zhou (University of Illinois Chicago)
online linear regressionquantile regressionnonsmooth optimizationsub-gradient descentbatch learning
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