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Management - Ph.D. / Sc.D.

Research and Teaching Output of the MIT Community

Management - Ph.D. / Sc.D.

 

Recent Submissions

  • Regulating exploration in multi-armed bandit problems with time patterns and dying arms 
    Tracà, Stefano (Massachusetts Institute of Technology, 2018)
    In retail, there are predictable yet dramatic time-dependent patterns in customer behavior, such as periodic changes in the number of visitors, or increases in customers just before major holidays. The standard paradigm ...
  • Operational decisions and learning for multiproduct retail 
    Pixton, Clark (Clark Charles) (Massachusetts Institute of Technology, 2018)
    We study multi-product revenue management problems, focusing on the role of uncertainty in both the seller and the customer decision processes. We begin by considering a logit model framework for personalized revenue ...
  • Algorithms for large-scale personalization 
    Li, Andrew A. (Andrew Andi) (Massachusetts Institute of Technology, 2018)
    The term personalization typically refers to the activity of online recommender systems, and while product and content personalization is now ubiquitous in e-commerce, systems today remain relatively primitive: they are ...
  • Learning with structured decision constraints 
    Goh, Chong Yang (Massachusetts Institute of Technology, 2018)
    This thesis addresses several prediction and estimation problems under structured decision constraints. We consider them in two parts below. Part 1 focuses on supervised learning problems with constrained output spaces. ...
  • New algorithms in machine learning with applications in personalized medicine 
    Zhuo, Ying Daisy (Massachusetts Institute of Technology, 2018)
    Recent advances in machine learning and optimization hold much promise for influencing real-world decision making, especially in areas such as health care where abundant data are increasingly being collected. However, ...
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