• Documents
  • Authors
  • Tables
  • Other Seers ▼
    RefSeer AckSeer CollabSeer SeerSeer
  • Log in
  • Sign up
  • MetaCart

CiteSeerX logo

Advanced Search Include Citations
Advanced Search Include Citations | Disambiguate

Model-based search for combinatorial optimization (2001)

Cached

  • Download as a PDF

Download Links

  • [code.ulb.ac.be]
  • [www.cs.technion.ac.il]
  • [iridia.ulb.ac.be]
  • [iridia.ulb.ac.be]
  • [iridia.ulb.ac.be]
  • [ic.arc.nasa.gov]

  • Save to List
  • Add to Collection
  • Correct Errors
  • Monitor Changes
by Mark Zlochin , Marco Dorigo
Citations:36 - 12 self
  • Summary
  • Active Bibliography
  • Co-citation
  • Clustered Documents
  • Version History

BibTeX

@TECHREPORT{Zlochin01model-basedsearch,
    author = {Mark Zlochin and Marco Dorigo},
    title = {Model-based search for combinatorial optimization},
    institution = {},
    year = {2001}
}

Years of Citing Articles

Bookmark

citeulike Connotea Bibsonomy Del.icio.us Digg Reddit

OpenURL

 

Abstract

Abstract In this paper we introduce model-based search as a unifying framework accommodating some recently proposed heuristics for combinatorial optimization such as ant colony optimization, stochastic gradient ascent, cross-entropy and estimation of distribution methods. We discuss similarities as well as distinctive features of each method, propose some extensions and present a comparative experimental study of these algorithms. 1

Citations

6071 Genetic Algorithms - Goldberg - 1989
2827 Reinforcement Learning: An Introduction - Sutton, Barto - 1998
872 Information theory and statistics - Kullback - 1959
710 A tutorial on learning with Bayesian networks - Heckerman - 1995
671 Adaptation in Natural and Artificial Systems. Ann Arbor - Holland - 1975
647 The Ant System: Optimization by a Colony of Cooperating Agents - Dorigo, Maniezzo, et al. - 1996
504 Nonlinear programming - Bertsekas - 1999
489 Ant Colony System: A Cooperative Learning Approach to the Travelling Salesman Problem - Dorigo, Gambardella
474 Uniform crossover in genetic algorithms - Syswerda - 1989
420 A stochastic approximation method - Robbins, Monro - 1951
396 Ant colony optimization - Dorigo, Stützle - 2004
257 Population-based incremental learning: a method for integrating genetic search based function optimization and competitive et al - Baluja - 1994
254 Ant algorithms for discrete optimization - Dorigo, Caro, et al.
252 The Ant Colony Optimization Meta-Heuristic - Dorigo, Caro - 1999
241 F: A survey of optimization by building and using probabilistic models - Pelikan, DE, et al.
219 BOA: The Bayesian Optimization Algorithm - Pelikan
205 From recombination of genes to the estimation of distributions: I. binary parameters - Muhlenbein, PaaB - 1996
205 AntNet: distributed stigmergetic control for communications networks - Caro, Dorigo - 1998
198 Estimation of Distribution Algorithms: A New Tool for Evolutionary Computation - Larranaga, Lozano - 2002
190 A parameter-less genetic algorithm - Harik, Lobo - 1999
178 Linkage learning via probabilistic modeling in the ecga - Harik - 1999
150 Removing the genetics from the standard genetic algorithm - Baluja, Caruana - 1995
119 Optimization, learning and natural algorithms - Dorigo - 1992
118 MIMIC: Finding Optima by Estimating Probability Densities - Bonet, Isbell, et al. - 1997
111 Using optimal dependency-trees for combinatorial optimization: Learning the structure of the search space - Baluja, Davies - 1997
109 Combining instance-based and model-based learning - Quinlan - 1993
96 Finite Markov chain analysis of genetic algorithms - Goldberg, Segrest - 1987
83 The bivariate marginal distribution algorithm - Pelikan, Mühlenbein - 1999
82 Ant-Q: A Reinforcement Learning Approach to the Traveling Salesman Problem - Gambardella, Dorigo - 1995
79 Linkage problem, distribution estimation, and bayesian networks - Pelikan, Goldberg, et al. - 2000
72 MAX-MIN ant system and local search for the traveling salesman problem - Stützle, Hoos - 1997
67 Local Search in Combinatorial Optimization - Aarts, Lenstra - 1997
65 Optimization, Learning and Natural Algorithms (in Italian - Dorigo - 1992
58 Stützle , “The Ant Colony Optimization Meta-Heuristic: Algorithms, Applications and Advances - Dorigo, T - 2002
56 A.: The ant system: An autocatalytic optimizing process. technical report no. 91-016 revised - M, Maniezzo, et al. - 1991
45 ACO algorithms for the quadratic assignment problem - Stützle, Dorigo - 1999
42 M.: The hyper-cube framework for ant colony optimization - Blum, Dorigo - 2004
41 Exact and approximate non-deterministic tree-search procedures for the quadratic assignment problem - Maniezzo - 1998
28 The cross-entropy method for combinatorial and continuous optimization - Rubinstein - 1999
25 Global Optimization with Bayesian Networks - Etxeberria, Larrañaga - 1999
16 M.: Nonparametric and distribution-free methods for the social sciences - Marascuilo, McSweeney - 1977
16 Ant Colony Optimization and Stochastic Gradient Descent - Meuleau, Dorigo
14 Stützle T. 2004 Ant Colony Optimization - Dorigo
13 Ottimizzazione, apprendimento automatico, ed algoritmi basati su metafora naturale (Optimisation, learning and natural algorithms). Doctoral dissertation, Dipartimento di Elettronica e Informazione, Politecnico di - Dorigo - 1991
13 ACO for maximal constraint satisfaction problems - Roli, Blum, et al. - 2001
11 Combinatorial optimization, cross-entropy, ants and rare events - Rubinstein - 2000
10 Simulated Crossover in Genetic Algorithms’. In: Foundations of Genetic Algorithms 2 - Syswerda - 1993
8 Rare event simulation via cross-entropy and importance sampling - Rubinstein - 1999
7 editors (2001). Estimation of Distribution Algorithms: A New ToolforEvolutionaryComputation,volume 2 - Larrañaga, Lozano
6 The Cross-Entropy Method for Combinatorial and - Rubinstein - 1999
The National Science Foundation
  • About CiteSeerX
  • Submit Documents
  • Privacy Policy
  • Help
  • Data
  • Source
  • Contact Us

Developed at and hosted by The College of Information Sciences and Technology

© 2007-2010 The Pennsylvania State University