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submodular optimization

261 papers

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Also known as

SMI

Co-occurring keywords

greedy algorithm (242) approximation algorithm (630) submodular function (121) combinatorial optimization (1039) cardinality constraint (71) active learning (1295) submodular maximization (142) approximation guarantee (65) subset selection (88) influence maximization (82)

Papers

Submodular Point Processes with Applications to Machine learning AISTATS 2015
On Approximate Non-submodular Minimization via Tree-Structured Supermodularity AISTATS 2015
Video Summarization by Learning Submodular Mixtures of Objectives CVPR 2015
Mixed Robust/Average Submodular Partitioning: Fast Algorithms, Guarantees, and Applications NIPS 2015
Proteins, Particles, and Pseudo-Max-Marginals: A Submodular Approach ICML 2015
Sensor Selection for Crowdsensing Dynamical Systems AISTATS 2015
Sparse Submodular Probabilistic PCA AISTATS 2015
GRSA: Generalized Range Swap Algorithm for the Efficient Optimization of MRFs CVPR 2015
M-Best-Diverse Labelings for Submodular Energies and Beyond NIPS 2015
Submodular Hamming Metrics NIPS 2015
On the Global Linear Convergence of Frank-Wolfe Optimization Variants NIPS 2015
Monotone k-Submodular Function Maximization with Size Constraints NIPS 2015
Submodularity in Data Subset Selection and Active Learning ICML 2015
Threshold Influence Model for Allocating Advertising Budgets ICML 2015
Active Detection via Adaptive Submodularity ICML 2014
Parallel Double Greedy Submodular Maximization NIPS 2014
Submodular Attribute Selection for Action Recognition in Video NIPS 2014
Weakly-supervised Discovery of Visual Pattern Configurations NIPS 2014
Submodular Object Recognition CVPR 2014
Adaptive Partial Differential Equation Learning for Visual Saliency Detection CVPR 2014
On learning to localize objects with minimal supervision ICML 2014
From MAP to Marginals: Variational Inference in Bayesian Submodular Models NIPS 2014
Fast Approximate Inference in Higher Order MRF-MAP Labeling Problems CVPR 2014
Submodularization for Binary Pairwise Energies CVPR 2014
Near-Optimally Teaching the Crowd to Classify ICML 2014