Large-scale Optimization for Robust Multi-Class Prediction and Resource Allocation

In this thesis we develop optimization-based methods to deal with uncertainty arising from data, first in the context of robust multi-class prediction and second for prescriptive analytics for medical resource allocation. In the first part, we make progress on training robust multi-class classifi...

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Bibliographic Details
Main Author: Gupta, Samarth
Other Authors: Amin, Saurabh
Format: Thesis
Published: Massachusetts Institute of Technology 2023
Online Access:https://hdl.handle.net/1721.1/151872