Statistical Learning and Outcome Prediction

Tue, Aug 6, 10:30 AM - 12:20 PM

Yishan ShenChair

Section on Statistics in Epidemiology

7 Presentations

Adjusting for covariates in ROC surface

10:35 AM - 10:50 AM

Soutik Ghosal (University of Virginia)

Co-authors: Zhen Chen (NICHD/NIH)

Concavity of ROC Curve Under a Very General Condition

10:50 AM - 11:05 AM

Changyong Feng (University of Rochester)

Co-authors: Changyong Feng (University Of Rochester Medical Center), Hongyue Wang (Univ of Rochester Medical Center), Honghong Liu (University of Rochester Medical Center)

An evaluation of methods for risk prediction of multicategory outcomes

11:05 AM - 11:20 AM

Lei Li

Co-authors: Matthew Rysavy (University of Texas Health Science Center at Houston), Georgiy Bobashev (Research Triangle Institute), Abhik Das (RTI International)

Dynamic prediction of kidney stone recurrence using a two-stage joint recurrent model

11:20 AM - 11:35 AM

Zifang Kong

Co-authors: Naim Maalouf (Department of Internal Medicine, UT Southwestern Medical Center), Brett Johnson (Department of Urology, UT Southwestern Medical Center), Yu-Lun Liu (Peter O'Donnell Jr. School of Public Health, UT Southwestern Medical Center,)

Machine learning algorithms for survival outcomes: predicting CVD in people with type 2 diabetes

11:35 AM - 11:50 AM

Elsa Vazquez Arreola (National Institute of Diabetes and Digestive and Kidney Diseases)

Co-authors: Emma Stinson (Phoenix Epidemiology and Clinical Research Branch), William Knowler (Phoenix Epidemiology and Clinical Research Branch), Robert Hanson (Phoenix Epidemiology and Clinical Research Branch)

WITHDRAWN Forecasting influenza-like illnesses using a novel hybrid long short-term memory deep learning model

11:50 AM - 12:05 PM

K.C.M.R. Anjana Yatawara (Missouri University of Science and Technology)

Co-authors: Isuru Ratnayake (Kansas University Medical Center), Yasiru Kassapa (Research partner computer science specialist), Varuni Abhayaratne (Research partner, Environmental engineer), Kayla Ko (Student researcher)

Transformer-Based Analysis of Open News Sources to Enable Early Epidemic Detection

12:05 PM - 12:20 PM

Piercesare Grimaldi

Co-authors: Sara De Luca (Link Foundation), Alessia Visconti (University of Torino), Giulia Zanaga (University of Torino), Giuseppe Rizzo (Links Foundation), Paola Berchialla (University of Torino)