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Fast multi-output relevance vector regression

Abstract · Apr 17, 2017 17:32 ·

svm thayananthan rvm vector relevance output invented regression cs-lg stat-ml

Arxiv Abstract

  • Youngmin Ha

This paper aims to decrease the time complexity of multi-output relevance vector regression from O(VM^3) to O(V^3+M^3), where V is the number of output dimensions, M is the number of basis functions, and V<M. The experimental results demonstrate that the proposed method is more competitive than the existing method, with regard to computation time. MATLAB codes are available at http://www.mathworks.com/matlabcentral/fileexchange/49131.

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