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submodular function

121 papers

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Co-occurring keywords

submodular optimization (261) combinatorial optimization (1039) approximation algorithm (630) greedy algorithm (242) subset selection (90) cardinality constraint (71) feature selection (649) active learning (1301) submodular maximization (143) influence maximization (82)

Papers

Optimizing Ratio of Monotone Set Functions IJCAI 2017
On Subset Selection with General Cost Constraints IJCAI 2017
Minimizing a Submodular Function from Samples NIPS 2017
Budgeted stream-based active learning via adaptive submodular maximization NIPS 2016
Learning Combinatorial Functions from Pairwise Comparisons COLT 2016
A Convex Surrogate Operator for General Non-Modular Loss Functions AISTATS 2016
Parameter Learning for Log-supermodular Distributions NIPS 2016
Algorithms for Optimizing the Ratio of Submodular Functions ICML 2016
Deep Submodular Functions: Definitions and Learning NIPS 2016
Adaptive Maximization of Pointwise Submodular Functions With Budget Constraint NIPS 2016
A General Optimization Framework for Multi-Document Summarization Using Genetic Algorithms and Swarm Intelligence COLING 2016
Computing and maximizing influence in linear threshold and triggering models NIPS 2016
Cooperative Graphical Models NIPS 2016
Maximization of Approximately Submodular Functions NIPS 2016
The Power of Optimization from Samples NIPS 2016
Optimal Tagging with Markov Chain Optimization NIPS 2016
GRSA: Generalized Range Swap Algorithm for the Efficient Optimization of MRFs CVPR 2015
Fast Mixing for Discrete Point Processes COLT 2015
Submodular Hamming Metrics NIPS 2015
Sampling from Probabilistic Submodular Models NIPS 2015
Smooth Interactive Submodular Set Cover NIPS 2015
On the Convergence Rate of Decomposable Submodular Function Minimization NIPS 2014
From MAP to Marginals: Variational Inference in Bayesian Submodular Models NIPS 2014
Learning Coverage Functions and Private Release of Marginals COLT 2014
Learning Mixtures of Submodular Functions for Image Collection Summarization NIPS 2014