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Poster
in
Workshop: Dynamic Neural Networks

SnapStar Algorithm: a new way to ensemble Neural Networks

Sergey Zinchenko · Dmitry Lishudi


Abstract:

We propose a new neural network ensemble algorithm based on Audibert's empirical star algorithm and snapshot technique. We provide optimal theoretical minimax bound on the excess squared risk. Additionally, we empirically study this algorithm on regression and classification tasks and and show that it can be successfully applied to budget construct ensemble.

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