Fast Kernel Methods for Generic Lipschitz Losses via $p$-Sparsified Sketches
Tamim El Ahmad, Pierre Laforgue, Florence d'Alché-Buc
Action editor: Makoto Yamada.
#sparse #kernel #approximations
'An Inexact Augmented Lagrangian Algorithm for Training Leaky ReLU Neural Network with Group Sparsity', by Wei Liu, Xin Liu, Xiaojun Chen.
http://jmlr.org/papers/v24/22-0491.html
#regularization #sparse #optimization
#regularization #sparse #optimization
'L0Learn: A Scalable Package for Sparse Learning using L0 Regularization', by Hussein Hazimeh, Rahul Mazumder, Tim Nonet.
http://jmlr.org/papers/v24/22-0189.html
#l0learn #regularization #sparse
#l0learn #regularization #sparse
Learning Trees of $\ell_0$-Minimization Problems
Learning to reconstruct signals from binary measurements alone
Revisiting Sparsity Hunting in Federated Learning: Why the Sparsity Consensus Matters?
#sparse #sparsity #distributed
'Incremental Learning in Diagonal Linear Networks', by Raphaël Berthier.
http://jmlr.org/papers/v24/22-1395.html
#regularization #sparse #gradient
#regularization #sparse #gradient
'Robust Methods for High-Dimensional Linear Learning', by Ibrahim Merad, Stéphane Gaïffas.
http://jmlr.org/papers/v24/22-0964.html
#sparse #robust #outliers
'Infinite-dimensional optimization and Bayesian nonparametric learning of stochastic differential equations', by Arnab Ganguly, Riten Mitra, Jinpu Zhou.
http://jmlr.org/papers/v24/22-0582.html
#stochastic #sparse #priors
Carrot River's full of nice people, about 1,000 of them. We used to drive to the cafe there from Red Earth (nearest restaurant), a little less than an hour.
But there's no fast-charger there. Not even a 4kW one. And despite them being nice, I don't think any individual or business would want me to plug in and suck down 1.5kW on their dime for 50 hours straight.
#remote #sparse #population #distance #bev #ev
'Sparse GCA and Thresholded Gradient Descent', by Sheng Gao, Zongming Ma.
An Adaptive Half-Space Projection Method for Stochastic Optimization Problems with Group Sparse R...
Yutong Dai, Tianyi Chen, Guanyi Wang, Daniel Robinson
Action editor: Robert Gower.
#regularization #sparse #adahspg
'MARS: A Second-Order Reduction Algorithm for High-Dimensional Sparse Precision Matrices Estimation', by Qian Li, Binyan Jiang, Defeng Sun.
http://jmlr.org/papers/v24/21-0699.html
#sparse #matrix #penalized
Denise: Deep Robust Principal Component Analysis for Positive Semidefinite Matrices
Calypso Herrera, Florian Krach, Anastasis Kratsios, Pierre Ruyssen, Josef Teichmann
Action editor: Stephen Becker.
Additive Poisson Process: Learning Intensity of Higher-Order Interaction in Poisson Processes
'Sparse Training with Lipschitz Continuous Loss Functions and a Weighted Group L0-norm Constraint', by Michael R. Metel.
http://jmlr.org/papers/v24/22-0615.html
#sparse #minimizing #lipschitz
#sparse #minimizing #lipschitz
'Fundamental limits and algorithms for sparse linear regression with sublinear sparsity', by Lan V. Truong.
http://jmlr.org/papers/v24/21-0543.html
#sparse #sparsity #interpolation
#sparse #sparsity #interpolation
'Contextual Stochastic Block Model: Sharp Thresholds and Contiguity', by Chen Lu, Subhabrata Sen.
http://jmlr.org/papers/v24/20-1419.html
#sparse #stochastic #graphs
Greedier is Better: Selecting Multiple Neighbors per Iteration for Sparse Subspace Clustering
An Adaptive Half-Space Projection Method for Stochastic Optimization Problems with Group Sparse Regularization
#regularization #sparse #optimization