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Integer Programming and Combinatorial Optimization: 22nd International Conference, IPCO 2021, Atlanta, GA, USA, May 19โ€“21, 2021, Proceedings (Theoretical Computer Science and General Issues)

โœ Scribed by Mohit Singh (editor), David P. Williamson (editor)


Publisher
Springer
Year
2021
Tongue
English
Leaves
500
Category
Library

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โœฆ Synopsis


This book constitutes the proceedings of the 22nd Conference on Integer Programming and Combinatorial Optimization, IPCO 2021, which took place during May 19-21, 2021. The conference was organized by Georgia Institute of Technology and planned to take place it Atlanta, GA, USA, but changed to an online format due to the COVID-19 pandemic.
The 33 papers included in this book were carefully reviewed and selected from 90 submissions. IPCO is under the auspices of the MathematicalOptimization Society, and it is an important forum for presenting the latest results of theory and practice of the various aspects of discrete optimization.

โœฆ Table of Contents


Preface
Conference Organization
Contents
Improving the Approximation Ratio for Capacitated Vehicle Routing
1 Introduction
1.1 Formal Problem Description
1.2 Outline
1.3 Related Work
1.4 Review of the Classical Algorithms
2 Difficult Instances
3 Vehicle Routing with Target Groups
4 Clustering Algorithm
5 Weak Fractional Solutions
6 Solving Vehicle Routing with Target Groups
References
Online k-Taxi via Double Coverage and Time-Reverse Primal-Dual
1 Introduction
1.1 Related Work and Known Results
1.2 Our Contribution
2 Preliminaries
3 LP Formulations
3.1 Dual Transformation
4 The k-Taxi Problem on HSTs
4.1 Constructing the Dual Solution
4.2 Finalizing the Analysis for k-Taxi on HSTs
5 The k-Taxi Problem on Weighted Trees
References
Approximating the Discrete Time-Cost Tradeoff Problem with Bounded Depth
1 Introduction
2 Results and Outline
3 The Vertex Cover LP
4 Rounding Fractional Vertex Covers in d-Partite Hypergraphs
5 Inapproximability
6 Reducing Vertex Deletion to Constant Depth
References
Sum-of-Squares Hierarchies for Binary Polynomial Optimization
1 Introduction
1.1 The Sum-of-Squares Hierarchy on the Boolean Cube
1.2 A Second Hierarchy of Bounds
1.3 Asymptotic Analysis for Both Hierarchies
1.4 Related Work
1.5 Overview of the Proof
2 Sketch of Proof
2.1 The Polynomial Kernel Technique
2.2 Fourier Analysis on Bn and the Funk-Hecke Formula
2.3 Optimizing the Choice of the Univariate Polynomial u
2.4 The Inner Lasserre Hierarchy and Orthogonal Polynomials
3 Concluding Remarks
References
Complexity, Exactness, and Rationality in Polynomial Optimization
1 Introduction
2 Existence of Rational Feasible Solutions
3 NP-Hardness of Determining Existence of Rational Feasible Solutions
4 Short Certificate of Feasibility: An Almost Feasible Point
References
On the Geometry of Symmetry Breaking Inequalities
1 Introduction
2 Preliminaries
3 The Geometric Structure of Fundamental Domains
4 Generalized Dirichlet Domains
4.1 The Lex-Max Fundamental Domain
5 Overrepresentation of Orbit Representatives
6 Future Work
References
Affinely Representable Lattices, Stable Matchings, and Choice Functions
1 Introduction
2 The QF-Model
3 Affine Representability of the Stable Matching Lattice
4 Algorithms
5 The Convex Hull of Lattice Elements: Proof of Theorem2
References
A Finite Time Combinatorial Algorithm for Instantaneous Dynamic Equilibrium Flows
1 Introduction
1.1 Our Contribution and Proof Techniques
1.2 Related Work
2 Model and the Extension-Algorithm
3 Finite IDE-Construction Algorithm
4 Computational Complexity of IDE
5 Conclusion
References
A Combinatorial Algorithm for Computing the Degree of the Determinant of a Generic Partitioned Polynomial Matrix with 22 Submatrices
1 Introduction
2 Matchings, Potentials, and Min-Max Formulas
2.1 Matching Concepts
2.2 Minimax Theorems
2.3 Elimination
3 Augmenting Path
3.1 Definition
3.2 Finding an Augmenting Path
4 Augmentation
4.1 Base Case: R= P0 and P0 Is a Path
4.2 General Case
References
On the Implementation and Strengthening of Intersection Cuts for QCQPs
1 Introduction
1.1 Literature Review
2 Maximal Quadratic-Free Sets and Cut Computations
2.1 Case 1: I0 = 0 and = 0
2.2 Case 2: I0 = 0 and > 0
2.3 Case 3: I0 = 0 and < 0
2.4 Case 4: I0 =0
2.5 Implied Quadratics in an Extended Space
3 Strengthening Procedure
4 Computational Experiments
5 Final Remarks
References
Lifting Convex Inequalities for Bipartite Bilinear Programs
1 Introduction
1.1 Generating Strong Cutting Planes Through Lifting
1.2 Goal of This Paper
1.3 Main Contributions
1.4 Notation and Organization of the Paper
2 Main Results
2.1 Sufficient Conditions Under Which Seed Inequalities Can Be Lifted
2.2 A Framework for Sequence-Independent Lifting
2.3 A Seed Inequality from a ``Minimal Covering Set''
2.4 Lifting the Bilinear Cover Inequality (4)
3 Future Directions
References
A Computational Status Update for Exact Rational Mixed Integer Programming
1 Introduction
2 Numerically Exact Mixed Integer Programming
3 Extending and Improving an Exact MIP Framework
4 Computational Study
References
New Exact Techniques Applied to a Class of Network Flow Formulations
1 Introduction
2 Network Flow Formulations
3 Column Generation
4 Variable Fixing Based on Reduced Costs
5 A Variable-Selection Method Based on Arcs
5.1 Advantages of Branching Based on Arc Flow Variables
5.2 Variable-Selection Based on Arcs
5.3 Examples of Arc Families
6 A Solution Method for Network Flow Formulations
7 An Application to the Cutting Stock Problem
8 Computational Experiments
9 Conclusions
References
Multi-cover Inequalities for Totally-Ordered Multiple Knapsack Sets
1 Introduction
2 A Dominance Relation
3 Multi-cover Inequalities
4 Antichain Multi-cover Inequalities
5 Facet-Inducing MCI
6 Conclusion
References
Semi-streaming Algorithms for Submodular Matroid Intersection
1 Introduction
2 Preliminaries
3 The Local Ratio Technique for Weighted Matroid Intersection
3.1 Local-Ratio Technique for Weighted Matching
3.2 Adaptation to Weighted Matroid Intersection
3.3 Analysis of Algorithm 1
4 Making the Algorithm Memory Efficient
5 More Than Two Matroids
References
Pfaffian Pairs and Parities: Counting on Linear Matroid Intersection and Parity Problems
1 Introduction
2 Pfaffian Pairs and Pfaffian Parities
2.1 Preliminaries
2.2 Pfaffian Pairs and Parities
3 Combinatorial Examples
3.1 Perfect Matchings of Pfaffian Graphs
3.2 Shortest Disjoint S-T-U Paths on Undirected Graphs
4 Algorithms
4.1 Counting on Unweighted Pfaffian Pairs and Parities
4.2 Counting on Weighted Pfaffian Parities
References
On the Recognition of {a,b,c}-Modular Matrices
1 Introduction
1.1 Our Results
2 Notation and Preliminaries
3 Proof of Theorem 1
4 Proof of Theorem 2
5 Proof of Theorem 3
References
On the Power of Static Assignment Policies for Robust Facility Location Problems
1 Introduction
1.1 Our Contributions
2 Warm-Up: Uncapacitated Robust Facility Location
2.1 Problem Formulation
2.2 Static Assignment Policy
3 Soft-Capacitated Robust Facility Location
3.1 Problem Formulation
3.2 An O ( logk loglogk )-Approximation Algorithm
4 Conclusion
References
Robust k-Center with Two Types of Radii
1 Introduction
2 Detailed Description of Our Approach
2.1 CGK's Approach and Its Shortcomings
2.2 Our Idea
2.3 Discussion
3 Approximating Well-Separated Robust 2-NUkC
4 The Main Algorithm: Proof of Theorem 1
References
Speed-Robust Scheduling
1 Introduction
2 Speed-Robust Scheduling with Infinitesimal Jobs
2.1 General Speeds
2.2 Speeds in 0,1
3 Speed-Robust Scheduling with Discrete Jobs
4 Speed-Robust Scheduling with Equal-Size Jobs
4.1 General Speeds
4.2 Speeds in 0,1
References
The Double Exponential Runtime is Tight for 2-Stage Stochastic ILPs
1 Introduction
2 Advanced Hardness for Quadratic Congruences
3 Reduction from the Quadratic Congruences Problem
4 Runtime Bounds for 2-Stage Stochastic ILPs Under ETH
References
Fast Quantum Subroutines for the Simplex Method
1 Introduction
2 Comparison with the Existing Literature
3 Overview of the Simplex Method
4 Quantum Implementation: Overview
5 Technical Discussion
References
Maximum Weight Disjoint Paths in Outerplanar Graphs via Single-Tree Cut Approximators
1 Introduction
1.1 A Single-Subtree Cut Sparsifier and Related Results
2 Single Spanning Tree Cut Approximator in Outerplanar Graphs
2.1 Converting Flow-Sparsifiers in Outerplanar Graphs to Distance-Sparsifiers in Trees
2.2 An Algorithm to Build a Distance-Sparsifier of a Tree
3 Maximum Weight Disjoint Paths
3.1 Required Elements
3.2 Proof of the Main Theorem
4 Conclusions
References
A Tight Approximation Algorithm for the Cluster Vertex Deletion Problem
1 Introduction
1.1 Our Contribution
1.2 Comparison to Previous Works
1.3 Other Related Works
1.4 Overview of the Proof
2 Finding 2-good Induced Subgraphs
2.1 Restricting to Chordal, 2P3-free Neighborhoods
2.2 The Twin-Free Case
2.3 Handling True Twins in G[N[v0]]
2.4 Putting Things Together
3 Conclusion
References
Fixed Parameter Approximation Scheme for Min-Max k-Cut
1 Introduction
1.1 Results
1.2 Outline of Techniques
2 Tools for the Fixed-Parameter Algorithm
3 Fixed-Parameter Algorithm Parameterized by k and Solution Size
4 Conclusion
References
Computational Aspects of Relaxation Complexity
1 Introduction
2 Computable Bounds on the Relaxation Complexity
3 Computational Complexity in Dimension 2
4 Discrete Rectangular Boxes
5 Numerical Experiments
References
Complexity of Branch-and-Bound and Cutting Planes in Mixed-Integer Optimization - II
1 Introduction
1.1 Framework for Mathematical Analysis
1.2 Our Results
2 Proofs
2.1 Proof of Theorem 1
2.2 Proof of Theorem 2
2.3 Proofs of Theorems 5 And 6
References
Face Dimensions of General-Purpose Cutting Planes for Mixed-Integer Linear Programs
1 Introduction
2 Computing the Dimension of a Face
3 Measuring the Strength of a Single Inequality
4 Computational Study
A Additional Plots
References
Proximity Bounds for Random Integer Programs
1 Introduction
2 Main Result and Notation
2.1 Notation
2.2 Definition of dist(A)
2.3 Definition of dist()
2.4 An Asymptotic Version of dist()
2.5 Main Result
3 A Theorem of Schmidt
4 Typical Cramer's Rule Ratios
4.1 The Real Grassmannian
4.2 Probability Spaces
4.3 Cramer's Rule Ratios
5 Proof of Main Result
References
On the Integrality Gap of Binary Integer Programs with Gaussian Data
1 Introduction
1.1 Techniques
1.2 Relation to Branch and Bound
1.3 Related Work
1.4 Organization
2 Preliminaries
2.1 Basic Notation
2.2 The Dual Program, Gap Formula and the Optimal Solutions
2.3 Gaussian and Sub-Gaussian Random Variables
2.4 A Local Limit Theorem
2.5 Rounding to Binary Solutions
3 Properties of the Optimal Solutions
4 Properties of the 0 Columns
5 Proof of Theorem1
References
Linear Regression with Mismatched Data: A Provably Optimal Local Search Algorithm
1 Introduction
2 A Local Search Method
3 Theoretical Guarantees for Local Search
3.1 A Restricted Eigenvalue (RE) Condition
3.2 One-Step Decrease
3.3 Main Results
4 Experiments
5 Appendix: Proofs and Technical Results
5.1 Proof of Lemma1
5.2 Proof of Lemma2
5.3 Proof of Claim (3.14) in Theorem1
References
A New Integer Programming Formulation of the Graphical Traveling Salesman Problem
1 Introduction
2 Basic Formulations
2.1 Symmetric TSP
2.2 Symmetric GTSP
3 New Constraints
3.1 Enforcing Even Degree Without Disjunctions
3.2 Spanning Tree Constraints
4 A New Mixed IP Formulation
4.1 Proving the Formulation
4.2 Addressing the Naddef Challenge
5 Relaxations and Steiner Nodes
5.1 Symmetric GTSP with Steiner Nodes
5.2 Preventing the Half-z Path Without Spanning Trees
5.3 Removing Steiner Nodes
6 Computational Results
References
Implications, Conflicts, and Reductions for Steiner Trees
1 Introduction
1.1 Contribution
1.2 Preliminaries and Notation
2 From Implications to Reductions
2.1 The Bottleneck Steiner Distance
2.2 A Stronger Bottleneck Concept
2.3 Bottleneck Steiner Reductions Beyond Edge Deletion
3 From Reductions to Conflicts
3.1 Node Replacement
3.2 Edge Replacement
4 From Steiner Distances and Conflicts to Extended Reduction Techniques
4.1 The Framework
4.2 Reduction Criteria
5 Exact Solution
5.1 Branch-and-cut
5.2 Computational Results
6 Outlook
References
Author Index


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