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Separation algorithms for cutting planes based on mixed integer row relaxations : implementation and evaluation in the context of mixed integer programming solver software / Philipp M. Christophel. 2009
Content
Introduction
MIP Theory
Mixed Integer Programming Problems
Formulations
Relaxations and Bounds
Valid Inequalities and Separation
Mixed Integer Rounding Inequalities
Mixing Inequalities
Lifting Valid Inequalities
The Branch-and-cut Algorithm
MIP Solver Software
The Use of MIP Solvers
MIP Solver Components
The MOPS MIP Solver
Separation Algorithms
The Flow Cover Cut Separation Algorithm
Flow Cover Inequalities
The Separation Algorithm
The Aggregated cMIR Cut Separation Algorithm
Mixed Integer Rounding Inequalities
The Separation Algorithm
The Flow Path Cut Separation Algorithm
Flow Path Inequalities
The Separation Algorithm
Implementations, Algorithmic Improvements, and New Algorithms
Objectives
Objectives of the Implementation
Characteristics of Good Cut Generators
Framework
Overview
Data Structures
Accuracy
Variable Bounds and Row Types
Aggregation and Path-finding
Bound Substitution
The Flow Cover Cut Generator
The cMIR Cut Generator
The Flow Path Cut Generator
The Path Mixing Cut Generators
Path Mixing Inequalities
Two Separation Algorithms
Implementation of the Path Mixing Cut Generators
Evaluation
Evaluation Methods
Empirical Analysis of Algorithms
Problem Instances
Computational Experiments and Performance Measures
Presentation
The Test Environment
Accuracy Evaluation
Evaluation of the Flow Cover Cut Generator
Implementation Details
Comparison to the Previous Flow Cover Cut Generator
Comparison to Published Results
Evaluation of the cMIR Cut Generator
Implementation Details and Algorithmic Improvements
Comparison to the Previous cMIR Cut Generator
Comparison to Published Results
Comparison between the Flow Cover and the cMIR Cut Generator
Evaluation of the Path-based Cut Generators
Implementation Details of the Flow Path Cut Generator
Comparison of Path-based Cut Generators
Evaluation of the Need for a Path-based Cut Generator
Comparison of Cut Configurations
Conclusions and Outlook
Conclusions
Outlook
Notation
Example Configuration Files
Test Sets
Test Results
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