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    Nonparametric Distribution Regression and Change Point Detection in High-Dimensions by Shivam Kumar (17808571)

    Published 2025
    “…This dissertation investigates two high-dimensional problems—change-point analysis in functional linear regression and nonparametric density estimation using modern generative models. First, we introduce the Functional Regression Binary Segmentation (FRBS) algorithm for change-point detection in the slope function when predictors are functions and responses are scalars. …”