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Filtering by: Creator Vomocil, David Leo Remove constraint Creator: Vomocil, David Leo Committee Member Wong, Weng-Keen Remove constraint Committee Member: Wong, Weng-Keen Subject Supervised learning (Machine learning) -- Mathematical models Remove constraint Subject: Supervised learning (Machine learning) -- Mathematical models

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  • Efficient training and feature induction in sequential supervised learning

    Creator:
    Hao, Guohua
    Abstract:
    Sequential supervised learning problems arise in many real applications. This dissertation focuses on two important research directions in sequential supervised learning: efficient training and feature induction. In the direction of efficient training, we study the training of conditional random fields (CRFs), which provide a flexible and powerful model for sequential...
    Resource Type:
    Dissertation