Submodularity and Discrete Convexity
author: Satoru Fujishige,
Research Institute for Mathematical Sciences, Kyoto University
published: Jan. 16, 2013, recorded: December 2012, views: 8944
published: Jan. 16, 2013, recorded: December 2012, views: 8944
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Description
The present talk is a tutorial one and gives some essence of submodular functions and discrete convexity.
The contents of my talk will be the following:
- Submodular and Supermodular Functions
- Submodularity
- Distributive Lattices and Posets (Birkhoff-Iri)
- Submodular Systems and Supermodular Systems
- Submodular polyhedron and Base Polyhedron
- Duality
- Polymatroids and Matroids
- Generalized Polymatroids
- Characterization by Edge-vectors
- Crossing- and Intersecting-submodular Functions
- Intersection Theorem and Its Equivalents
- Intersection Theorem
- Discrete Separation Theorem
- Fenchel Duality Theorem
- Minkowski Sum Theorem
- Minimum-Norm Base and Submodular Function Minimization
- Lexicographically Optimal Base
- Minimum-Norm Base
- Submodular Function Minimization
- Maximum Weight Base Problem
- Greedy Algorithm
- Lovasz extension
- Subgradients and Subdifferentials of Submodular Functions
- Discrete Convex Analysis
- L♮-convex Functions
- M♮-convex Functions
- Discrete Separation Theorem
- Fenchel Duality Theorem
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