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Pengzhan Guo

Assistant Professor of Data Sciences at Duke Kunshan University
DKU Faculty

Current Appointments & Affiliations


Assistant Professor of Data Sciences at Duke Kunshan University · 2022 - Present DKU Faculty
Assistant Professor of the Practice of DKU Studies at Duke University · 2023 - Present DKU Studies

Recent Publications


From efficiency to equity: A multi-user paradigm in mobile route optimization

Journal Article Electronic Commerce Research and Applications · November 1, 2024 This study addresses the challenge of optimizing vehicle mobility in urban environments, which is significant for the advancement of smart city initiatives and spatial data analysis. We introduce a novel mobile recommendation system designed for multi-user ... Full text Cite

Weighted Aggregating Stochastic Gradient Descent for Parallel Deep Learning

Journal Article IEEE Transactions on Knowledge and Data Engineering · October 1, 2022 This paper investigates the stochastic optimization problem focusing on developing scalable parallel algorithms for deep learning tasks. Our solution involves a reformation of the objective function for stochastic optimization in neural network models, alo ... Full text Cite

Intelligent career planning via stochastic subsampling reinforcement learning.

Journal Article Scientific reports · May 2022 Career planning consists of a series of decisions that will significantly impact one's life. However, current recommendation systems have serious limitations, including the lack of effective artificial intelligence algorithms for long-term career planning, ... Full text Open Access Cite
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Education, Training & Certifications


Stony Brook University · 2021 Ph.D.
Stony Brook University · 2018 M.A.