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    Stochastic Gradient Descent Training for L1-regularized Log-linear Models with Cumulative Penalty
    13 years 2 months ago
    Stochastic Gradient Descent Training for L1-regularized Log-linear Models with Cumulative Penalty
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    Stochastic gradient descent (SGD) uses approximate gradients estimated from subsets of the training data and updates the parameters in an online fashion. This learning framework i...
    Yoshimasa Tsuruoka, Jun-ichi Tsujii, Sophia Anania...
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