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• W2128385268 abstract "We extend logistic regression by using t-exponential families which were introduced recently in statistical physics. This gives rise to a regularized risk minimization problem with a non-convex loss function. An efficient block coordinate descent optimization scheme can be derived for estimating the parameters. Because of the nature of the loss function, our algorithm is tolerant to label noise. Furthermore, unlike other algorithms which employ non-convex loss functions, our algorithm is fairly robust to the choice of initial values. We verify both these observations empirically on a number of synthetic and real datasets." @default.
• W2128385268 created "2016-06-24" @default.
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• W2128385268 date "2010-12-06" @default.
• W2128385268 modified "2023-09-24" @default.
• W2128385268 title "t-logistic regression" @default.
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