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Optimization

14,207 papers

Papers per year

Papers

A Linearly-Convergent Stochastic L-BFGS Algorithm AISTATS 2016
Optimal Statistical and Computational Rates for One Bit Matrix Completion AISTATS 2016
Rivalry of Two Families of Algorithms for Memory-Restricted Streaming PCA AISTATS 2016
An Improved Convergence Analysis of Cyclic Block Coordinate Descent-type Methods for Strongly Convex Minimization AISTATS 2016
Enumerating Equivalence Classes of Bayesian Networks using EC Graphs AISTATS 2016
NuC-MKL: A Convex Approach to Non Linear Multiple Kernel Learning AISTATS 2016
Tractable and Scalable Schatten Quasi-Norm Approximations for Rank Minimization AISTATS 2016
Fast and Scalable Structural SVM with Slack Rescaling AISTATS 2016
Variational Tempering AISTATS 2016
On Convergence of Model Parallel Proximal Gradient Algorithm for Stale Synchronous Parallel System AISTATS 2016
A Fixed-Point Operator for Inference in Variational Bayesian Latent Gaussian Models AISTATS 2016
Accelerating Online Convex Optimization via Adaptive Prediction AISTATS 2016
A Convex Surrogate Operator for General Non-Modular Loss Functions AISTATS 2016
Bethe Learning of Graphical Models via MAP Decoding AISTATS 2016
Unbounded Bayesian Optimization via Regularization AISTATS 2016
Streaming Kernel Principal Component Analysis AISTATS 2016
Global Convergence of a Grassmannian Gradient Descent Algorithm for Subspace Estimation AISTATS 2016
Online (and Offline) Robust PCA: Novel Algorithms and Performance Guarantees AISTATS 2016
Asynchronous Parallel Learning for Neural Networks and Structured Models with Dense Features COLING 2016
A General Optimization Framework for Multi-Document Summarization Using Genetic Algorithms and Swarm Intelligence COLING 2016
A Hybrid Deep Learning Architecture for Sentiment Analysis COLING 2016
Product Review Summarization by Exploiting Phrase Properties COLING 2016
D-GloVe: A Feasible Least Squares Model for Estimating Word Embedding Densities COLING 2016
Incremental Global Event Extraction COLING 2016
Hybrid Question Answering over Knowledge Base and Free Text COLING 2016