Unsupervised PulseNet: Automated Pruning of Convolutional Neural Networks by K-Means Clustering

David Browne, Michael Giering, Steven D. Prestwich. Unsupervised PulseNet: Automated Pruning of Convolutional Neural Networks by K-Means Clustering. In Giuseppe Nicosia, Varun Ojha 0001, Emanuele La Malfa, Gabriele La Malfa, Giorgio Jansen, Panos M. Pardalos, Giovanni Giuffrida, Renato Umeton, editors, Machine Learning, Optimization, and Data Science - 7th International Conference, LOD 2021, Grasmere, UK, October 4-8, 2021, Revised Selected Papers, Part I. Volume 13163 of Lecture Notes in Computer Science, pages 172-184, Springer, 2021. [doi]

Abstract

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