Pengyi Shi

Pengyi Shi

Purdue University

H-index: 14

North America-United States

About Pengyi Shi

Pengyi Shi, With an exceptional h-index of 14 and a recent h-index of 14 (since 2020), a distinguished researcher at Purdue University, specializes in the field of Healthcare Operations, Data-driven Decisions, Stochastic Models.

His recent articles reflect a diverse array of research interests and contributions to the field:

Achieving Fairness through Separability: A Unified Framework for Fair Representation Learning

Cumulative Difference Learning VAE for Time-Series with Temporally Correlated Inflow-Outflow

Combining Machine Learning and Queueing Theory for Data-driven Incarceration-Diversion Program Management

Stopping the Revolving Door: MDP-Based Decision Support for Community Corrections Placement

Coordinated care: Capacity allocation to improve itinerary completion in queueing networks

Proceed with care: integrating predictive analytics with patient decision-making

Refined mean‐field approximation for discrete‐time queueing networks with blocking

Optimal routing under demand surges: The value of future arrival rates

Pengyi Shi Information

University

Position

___

Citations(all)

933

Citations(since 2020)

654

Cited By

530

hIndex(all)

14

hIndex(since 2020)

14

i10Index(all)

17

i10Index(since 2020)

17

Email

University Profile Page

Purdue University

Google Scholar

View Google Scholar Profile

Pengyi Shi Skills & Research Interests

Healthcare Operations

Data-driven Decisions

Stochastic Models

Top articles of Pengyi Shi

Title

Journal

Author(s)

Publication Date

Achieving Fairness through Separability: A Unified Framework for Fair Representation Learning

Taeuk Jang

Hongchang Gao

Pengyi Shi

Xiaoqian Wang

2024/4/18

Cumulative Difference Learning VAE for Time-Series with Temporally Correlated Inflow-Outflow

Proceedings of the AAAI Conference on Artificial Intelligence

Tianchun Li

Chengxiang Wu

Pengyi Shi

Xiaoqian Wang

2024/3/24

Combining Machine Learning and Queueing Theory for Data-driven Incarceration-Diversion Program Management

Bingxuan Li

Antonio Castellanos

Pengyi Shi

Amy Ward

2024

Stopping the Revolving Door: MDP-Based Decision Support for Community Corrections Placement

Available at SSRN 4672337

Xiaoquan Gao

Pengyi Shi

Nan Kong

2023/12/21

Coordinated care: Capacity allocation to improve itinerary completion in queueing networks

Yiqiu Liu

Pengyi Shi

Jonathan E Helm

Mark P Van Oyen

Lei Ying

...

2020

Proceed with care: integrating predictive analytics with patient decision-making

Hamsa Bastani

Pengyi Shi

2023

Refined mean‐field approximation for discrete‐time queueing networks with blocking

Naval Research Logistics (NRL)

Yang Pan

Pengyi Shi

2023/10

Optimal routing under demand surges: The value of future arrival rates

Operations Research

Jinsheng Chen

Jing Dong

Pengyi Shi

2023/9/4

Interpretable machine learning models for hospital readmission prediction: a two-step extracted regression tree approach

BMC medical informatics and decision making

Xiaoquan Gao

Sabriya Alam

Pengyi Shi

Franklin Dexter

Nan Kong

2023/6/5

Operations (management) warp speed: Rapid deployment of hospital‐focused predictive/prescriptive analytics for the COVID‐19 pandemic

Production and Operations Management

Pengyi Shi

Jonathan E Helm

Christopher Chen

Jeff Lim

Rodney P Parker

...

2023/5

Data-pooling Reinforcement Learning for Personalized Healthcare Intervention

Xinyun Chen

Pengyi Shi

Shanwen Pu

2022/11/15

Group-aware threshold adaptation for fair classification

Proceedings of the AAAI Conference on Artificial Intelligence

Taeuk Jang

Pengyi Shi

Xiaoqian Wang

2022/6/28

Routing for fairness and efficiency in a queueing model with reentry and continuous customer classes

Zhiqiang Zhang

Pengyi Shi

Amy R Ward

2022/6/8

Proportions of surgical patients discharged home the same or the next day are sufficient data to assess cases’ contributions to hospital occupancy

Cureus

Franklin Dexter

Richard H Epstein

Pengyi Shi

2021/3/11

A simulation analysis of analytics-driven community-based re-integration programs

Iman Attari

Parker A Crain

Pengyi Shi

Jonathan E Helm

Nicole Adams

2021/12/12

An operational framework for the adoption and integration of new diagnostic tests

Production and Operations Management

Pengyi Shi

Jonathan E Helm

H Sebastian Heese

Alice M Mitchell

2021/2

A high-fidelity, machine-learning enhanced queueing network simulation model for hospital ultrasound operations

Yihan Pan

Zhenghang Xu

Jin Guang

Xinyun Chen

Jim G Dai

...

2021/12/12

An efficient pessimistic-optimistic algorithm for stochastic linear bandits with general constraints

Advances in Neural Information Processing Systems

Xin Liu

Bin Li

Pengyi Shi

Lei Ying

2021/12/6

Timing it right: Balancing inpatient congestion vs. readmission risk at discharge

Operations Research

Pengyi Shi

Jonathan E Helm

Jivan Deglise-Hawkinson

Julian Pan

2021/11

Recent modeling and analytical advances in hospital inpatient flow management

Production and Operations Management

Jim G Dai

Pengyi Shi

2021/6

See List of Professors in Pengyi Shi University(Purdue University)