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Filtering by: Creator Su, Yi-Hsuan Remove constraint Creator: Su, Yi-Hsuan Degree Field Electrical and Computer Science Remove constraint Degree Field: Electrical and Computer Science Subject Machine learning Remove constraint Subject: Machine learning

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  • Weak-supervision : Probabilistic Models and Inference

    Creator:
    Pham, Anh
    Abstract:
    In supervised learning, label information can be provided at different levels of granularity. For small datasets, it is possible to acquire a label for each data instance. However, in the big-data regime, this fine granularity approach is prohibitively costly. For example, in semi-supervised learning, only a limited number of samples...
    Resource Type:
    Dissertation
    Full Text:
    5.4 Dynamic programming step for computing p(yi = c|N,X,w′). Shaded nodes are observed. Bolded nodes