Amin Hosseininasab

Amin Hosseininasab

  • Assistant Professor

Location

  • Warrington College of Business
  • Marketing Department
  • Master of Science – Business Analytics
  • Stuzin Hall 256
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Professor Hosseininasab’s primary research focuses on the design and analysis of machine learning algorithms and optimization models under a marketing and management science lens. In particular, he is interested in developing interpretable learning algorithms and decision support systems for applications in E-commerce, healthcare markets, financial markets, and operations.

Expertise and interest areas

  • Data-Driven Decision Making
  • E-Commerce
  • Financial Markets
  • Healthcare Markets
  • Interpretable Machine Learning
  • Mathematical Programming
  • Scalable Algorithms

Courses taught

  • Marketing Analytics 1 (MAR6668)
  • Special Topics in Marketing (MAR6930)

Education

  • PhD – Operations Research, Carnegie Mellon University, 2020
  • MSc – Management Sciences, University of Waterloo, 2015
  • BSc – Industrial Engineering, Amirkabir University of Technology, 2012

PhD students advised

  • Joann Liu — 2024 — Current
  • Vincent Zhao — 2022 — Current
  • Weiran Lin — 2024 — Current
  • Zhiyu Zhang — 2023 — 2024
  • Xiang Wan — 2021 — 2022

Journal article publications

  • Memory Efficient Sequential Pattern Mining with Hybrid Tries
    • Status: Published
    • Journal: Journal of Machine Learning Research
    • Published Year: 2024
    • Authors: Amin Hosseininasab, Willem-Jan van Hoeve, Andre Cire
  • Exact Multiple Sequence Alignment by Synchronized Decision Diagrams
    • Status: Published
    • Journal: INFORMS Journal on Computing
    • Accepted Year: 2021
    • Authors: Amin Hosseininasab, Willem-Jan van Hoeve
  • Seq2Pat: Sequence-to-Pattern Generation for Constraint-based Sequential Pattern Mining
    • Status: Published
    • Journal: Proceedings of the AAAI Conference on Artificial Intelligence
    • Published Year: 2021
    • Authors: Xin Wang, Amin Hosseininasab, Pablo Colunga, Serdar Kadioglu, Willem-Jan van Hoeve
  • Effects of feasibility cuts in Lagrangian relaxation for a two-stage stochastic facility location and network flow problem
    • Status: Published
    • Journal: Optimization Letters
    • Published Year: 2020
    • Authors: Amin Hosseininasab, Fatma Gzara