Amin Hosseininasab
- Assistant Professor
Location
- Warrington College of Business
- Marketing Department
- Master of Science – Business Analytics
- Stuzin Hall 256
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
News
How to improve underperforming products using online consumer reviews – April 9, 2026 – New research from the University of Florida Warrington College of Business proposes a novel AI algorithm for precise, data-driven product improvements from customer reviews.
Courses taught
- Marketing Analytics 1 (MAR6668)
- Special Topics in Marketing (MAR6930)
Education
- Ph.D, Operations Research., Carnegie Mellon, 2020
- MS, Operations Research., Carnegie Mellon, 2017
Conference proceeding publications
- Seq2Pat: Sequence-To-Pattern Generation For Constraint-Based Sequential Pattern Mining
- Journal:
- Status: Published
- Date: 2022
- Authors: Xin Wang, Pablo Colunga, Amin Hosseininasab, Willem-Jan Van Hoeve, Serdar Kadioglu
Journal article publications
- Learning Product Improvement From Consumer Evaluations
- Journal: Management Science
- Status: Published
- Date: 2026
- Authors: Amin Hosseininasab
- Learning Product Improvement From Consumer Evaluations
- Journal: Management Science
- Status: Accepted/In Press
- Date: 2026
- Authors:
- Memory Efficient Sequential Pattern Mining With Hybrid Tries
- Journal: Journal of Machine Learning Research
- Status: Published
- Date: 2024
- Authors: Willem-Jan Van Hoeve, Andre Cire, Amin Hosseininasab
- Seq2Pat: Sequence‐To‐Pattern Generation To Bridge Pattern Mining With Machine Learning
- Journal: AI Magazine
- Status: Published
- Date: 2023
- Authors: Serdar Kadıoğlu, Xin Wang, Amin Hosseininasab, Willem-Jan Van Hoeve
- Seq2Pat: Sequence-To-Pattern Generation For Constraint-Based Sequential Pattern Mining
- Journal: Proceedings of the AAAI Conference on Artificial Intelligence
- Status: Published
- Date: 2022
- Authors: Xin Wang, Amin Hosseininasab, Pablo Colunga, Serdar Kadıoğlu, Willem-Jan Van Hoeve