An Upper Bound for Aggregating Algorithm for Regression with Changing Dependencies

نویسنده

  • Yuri Kalnishkan
چکیده

The paper presents a competitive prediction-style upper bound on the square loss of the Aggregating Algorithm for Regression with Changing Dependencies in the linear case. The algorithm is able to compete with a sequence of linear predictors provided the sum of squared Euclidean norms of differences of regression coefficient vectors grows at a sublinear rate.

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تاریخ انتشار 2016