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Continuous Optimization

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Fast k-means with accurate bounds ICML 2016
Noise-Tolerant Life-Long Matrix Completion via Adaptive Sampling NIPS 2016
Low-rank Solutions of Linear Matrix Equations via Procrustes Flow ICML 2016
Extremal Mechanisms for Local Differential Privacy JMLR 2016
Pymanopt: A Python Toolbox for Optimization on Manifolds using Automatic Differentiation JMLR 2016
Newton-Stein Method: An Optimization Method for GLMs via Stein's Lemma JMLR 2016
Min Norm Point Algorithm for Higher Order MRF-MAP Inference CVPR 2016
Hybrid Accelerated Optimization for Speech Recognition INTERSPEECH 2016
A New Model for Acoustic Wave Propagation and Scattering in the Vocal Tract INTERSPEECH 2016
Linear Convergence of Randomized Feasible Descent Methods Under the Weak Strong Convexity Assumption JMLR 2016
Multi-Channel Linear Prediction Based on Binaural Coherence for Speech Dereverberation INTERSPEECH 2016
Single Pass PCA of Matrix Products NIPS 2016
Asynchronous Parallel Greedy Coordinate Descent NIPS 2016
Joint M-Best-Diverse Labelings as a Parametric Submodular Minimization NIPS 2016
Sliced Wasserstein Kernels for Probability Distributions CVPR 2016
A Spectral Modulation Sensitivity Weighted Pre-Emphasis Filter for Active Noise Control System INTERSPEECH 2016
Proper Inner Product with Mean Displacement for Gaussian Noise Invariant ICA ACML 2016
Geometry-aware stationary subspace analysis ACML 2016
Local Sparsity Based Online Dictionary Learning for Environment-Adaptive Speech Enhancement with Nonnegative Matrix Factorization INTERSPEECH 2016
Smooth and Strong: MAP Inference with Linear Convergence NIPS 2015
Fast and Guaranteed Tensor Decomposition via Sketching NIPS 2015
A Nonconvex Optimization Framework for Low Rank Matrix Estimation NIPS 2015
Information-theoretic lower bounds for convex optimization with erroneous oracles NIPS 2015
Online Learning for Adversaries with Memory: Price of Past Mistakes NIPS 2015
Mind the duality gap: safer rules for the Lasso ICML 2015