Swati Gupta
助理教授
H. Milton Stewart School of Industrial and Systems Engineering
College of Engineering, Georgia Institute of Technology;Institute for Data Engineering and Science, Georgia Institute of Technology;Parker H. Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology
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基本信息
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个人简介
Gupta's research interests lie primarily in combinatorial, convex, and robust optimization with applications in online learning and data-driven decision-making under partial information. Her work focuses on speeding up fundamental bottlenecks that arise in learning problems due to the combinatorial nature of the decisions, as well as drawing from machine learning to improve traditional optimization methods.
She has worked on providing optimized inventory routing decisions under uncertain demand, and pricing items optimally while incorporating effects of sales and promotions. She has collaborated with industrial research labs such as the IBM Research Lab in Zurich, Switzerland and the Oracle Retail Data Science Group. Gupta is further interested in exploring strategic behavior of customers, fairness and bias in decisions, and unintended consequences of optimization.
研究兴趣
论文共 65 篇作者统计合作学者相似作者
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arxiv(2024)
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John Dickerson,Bistra Dilkina,Yu Ding,Swati Gupta,Pascal Van Hentenryck,Sven Koenig,Ramayya Krishnan, Radhika Kulkarni, Catherine Gill, Haley Griffin,Maddy Hunter, Ann Schwartz
CoRR (2023)
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CoRR (2023)
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Zenodo (CERN European Organization for Nuclear Research) (2023)
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Mathematical Programming (2023): 1-42
William Won, Midhilesh Elavazhagan,Sudarshan Srinivasan, Ajaya Durg, Samvit Kaul,Swati Gupta,Tushar Krishna
arxiv(2023)
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