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cs.LG2022
Convergence of the mini-batch SIHT algorithm
Saeed Damadi, Jinglai Shen
The Iterative Hard Thresholding (IHT) algorithm has been considered extensively as an effective deterministic algorithm for solving sparse optimizations. The IHT algorithm benefits…
math.OC2022★ 3 cited
Gradient Properties of Hard Thresholding Operator
Saeed Damadi, Jinglai Shen
Sparse optimization receives increasing attention in many applications such as compressed sensing, variable selection in regression problems, and recently neural network compressio…
cs.LG2022
Amenable Sparse Network Investigator
Saeed Damadi, Erfan Nouri, Hamed Pirsiavash
We present "Amenable Sparse Network Investigator" (ASNI) algorithm that utilizes a novel pruning strategy based on a sigmoid function that induces sparsity level globally over the…