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newton method

64 papers

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Co-occurring keywords

second-order optimization (93) convex optimization (1321) distributed optimization (275) stochastic optimization (1060) communication efficiency (297) cubic regularization (18) logistic regression (386) empirical risk minimization (352) second-order method (38) convergence rate (607)

Papers

Efficient Second Order Online Learning by Sketching NIPS 2016
SDNA: Stochastic Dual Newton Ascent for Empirical Risk Minimization ICML 2016
Sub-sampled Newton Methods with Non-uniform Sampling NIPS 2016
Large-Scale Optimization Algorithms for Sparse Conditional Gaussian Graphical Models AISTATS 2016
Adaptive Newton Method for Empirical Risk Minimization to Statistical Accuracy NIPS 2016
DiSCO: Distributed Optimization for Self-Concordant Empirical Loss ICML 2015
Convergence rates of sub-sampled Newton methods NIPS 2015
Newton Greedy Pursuit: A Quadratic Approximation Method for Sparsity-Constrained Optimization CVPR 2014
Identifying and attacking the saddle point problem in high-dimensional non-convex optimization NIPS 2014
Communication-Efficient Distributed Optimization using an Approximate Newton-type Method ICML 2014
An Improved GLMNET for L1-regularized Logistic Regression JMLR 2012
Newton-Like Methods for Sparse Inverse Covariance Estimation NIPS 2012
A Finite Newton Algorithm for Non-degenerate Piecewise Linear Systems AISTATS 2011
Exact 1-Norm Support Vector Machines Via Unconstrained Convex Differentiable Minimization JMLR 2006