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Star algorithm for NN ensembling - MaRDI portal

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Star algorithm for NN ensembling

From MaRDI portal
Publication:6400762

arXiv2206.00255MaRDI QIDQ6400762

Author name not available (Why is that?)

Publication date: 1 June 2022

Abstract: Neural network ensembling is a common and robust way to increase model efficiency. In this paper, we propose a new neural network ensemble algorithm based on Audibert's empirical star algorithm. We provide optimal theoretical minimax bound on the excess squared risk. Additionally, we empirically study this algorithm on regression and classification tasks and compare it to most popular ensembling methods.




Has companion code repository: https://github.com/mordiggian174/star-ensembling








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