@article{MMO99,    
   author = "Heinz M{\"u}hlenbein and Thilo Mahnig and A. Rodriguez Ochoa",
   title  = "Schemata, Distributions and Graphical Models in Evolutionary 
Optimization",
   journal = "Journal of Heuristics",
   year    = "1999",
   number  = 2,
   volume  = 5,
   pages = {215--247}, 
       }

@Article{MueMa99b,
  author= {Heinz M{\"u}hlenbein and Thilo Mahnig},
  title = {Convergence Theory and Applications of the Factorized Distribution
Algorithm},
  year = 1999,
  journal = {Journal of Computing and Information Technology},
  volume = 7,
  pages = {19--32}
}


@Article{MueMa99c,
  author= {Heinz M{\"u}hlenbein and Thilo Mahnig},
  title=  "{FDA} -- A scalable evolutionary algorithm for the optimization of
additively decomposed functions",
  year = 1999,
  volume = 7,
  number = 4,
  journal = {Evolutionary Computation},
  pages = {353-376}
}



@InProceedings{MueMa99d,
  author = 	 {Heinz M{\"u}hlenbein and Thilo Mahnig},
  title = 	 {The Factorized Distribution Algorithm for Additively Decomposed Functions},
  booktitle = 	 {Second Symposium on Artifical Intelligence},
  pages =	 {301--313},
  year =	 {1999},
  editor =	 {A. Rodriguez and M. Ortiz and R. Santana},
  address =	 {Cuba},
  publisher =	 {Institute of Cybernetics, Mathematics and Physics (ICIMAF)}
}



@InProceedings{MueMa99e,
  author = 	 {Heinz M{\"u}hlenbein and Thilo Mahnig},
  title = 	 {The Factorized Distribution Algorithm for Additively Decomposed Functions},
  booktitle = 	 {Proceedings of the 1999 Congress on Evolutionary Computation},
  pages =	 {752--759},
  year =	 {1999},
  address =	 {New Jersey},
  publisher =	 {IEEE Press}
}


@InProceedings{Ma00a,
  author = 	 {Thilo Mahnig and Heinz M{\"u}hlenbein},
  title = 	 {Mathematical analysis of optimization methods using search distributions},
  booktitle = 	 {2000 Genetic and Evolutionary Computation Conference, Workshop Program},
  pages =	 {205--208},
  year =	 {2000},
  address =	 {San Francisco},
  publisher =	 {Morgan Kaufmann}
}
 
@Article{MueMa00a,
  author = 	 {Heinz M{\"u}hlenbein and Thilo Mahnig},
  title = 	 {Evolutionary Optimization using Graphical Models},
  journal = 	 {New Generation Computing},
  year = 	 {2000},
  volume =	 {18},
  number =	 {2},
  pages =	 {157--166}
}

@InBook{MueMa00b,
  author =	 {Heinz M{\"u}hlenbein and Thilo Mahnig},
  title = 	 {Advances in the Evolutionary Synthesis of Intelligent Agents},
  chapter = 	 {Evolutionary Synthesis of {B}ayesian Networks for Optimization},
  publisher = 	 {MIT Press},
  year = 	 2001,
  address =	 {Cambridge, Mass.},
  pages =	 {429-455}
}

@inproceedings{MueMa00c,
  author =	 {Heinz M{\"u}hlenbein and Thilo Mahnig},
  editor =	 {L. Kallel and B. Naudts and A. Rogers},
  booktitle = 	 {Theoretical Aspects of Evolutionary Computing},
  title = 	 {Evolutionary Algorithms: From Recombination to Search
                  Distributions},
  publisher = 	 {Springer Verlag},
  address  =     {Berlin},
  year = 	 {2000},
  series =	 {Natural Computing},
  pages =	 {137-176}
}

@InProceedings{MaMue01a,
  author = 	 {Thilo Mahnig and Heinz M{\"u}hlenbein},
  title = 	 {A new adaptive {B}oltzmann selection schedule {SDS}},
  booktitle = 	 {Proceedings of the 2001 Congress on Evolutionary Computation},
  year =	 2001,
  pages =        {183-190},
  publisher =    {IEEE Press}
}

@InProceedings{MaMue01b,
  author = 	 {Thilo Mahnig and Heinz M{\"u}hlenbein},
  title = 	 {Comparing the adaptive {B}oltzmann selection schedule {SDS} to truncation selection},
  booktitle = 	 {Proceedings of the Third Internatinal Symposium on Adaptive Systems},
  pages =	 {121-128},
  year =	 2001,
  editor =	 {A. Rodriguez and M. Ortiz and R. Santana},
  address =	 {Cuba},
  publisher =	 {Institute of Cybernetics, Mathematics and Physics (ICIMAF)}
}
 


@InProceedings{MaMue01c,
  author = 	 {Thilo Mahnig and Heinz M{\"u}hlenbein},
  title = 	 {Optimal Mutation Rate Using Bayesian Priors for Estimation of
  Distribution Algorithms},
  booktitle = 	 {Proceedings of the 1st Symposium on Stochastic Algorithms, Foundations and Applications},
  year =	 2001,
  editor =	 {K. Steinhoefel},
  series =	 {LNCS},
  publisher =	 {Springer},
  note =	 {to be published}
}

@InProceedings{MueMa01a,
  author = 	 {Heinz M{\"u}hlenbein and Thilo Mahnig},
  title = 	 {Wright's Equation and Evolutionary Computation},
  booktitle = 	 {Advances in Fuzzy Systems and Evolutionary Computation},
  pages =	 {259-264},
  year =	 2001,
  publisher =	 {World Scientific and Engineering Society Press}
}


 


@InProceedings{MueMa01b,
  author = 	 {Heinz M{\"u}hlenbein and Thilo Mahnig},
  title = 	 {Application of {W}right's Equation in Evolutionary Computation},
  booktitle = 	 {Advances in Fuzzy Systems and Evolutionary Computation},
  pages =	 {265-270},
  year =	 2001,
  publisher =	 {World Scientific and Engineering Society Press}
}

@InProceedings{MueMa01c,
  author = 	 {Heinz M{\"u}hlenbein and Thilo Mahnig},
  title = 	 {Mathematical Analysis of Evolutionary Algorithms for Optimization},
  booktitle = 	 {Proceedings of the Third Internatinal Symposium on Adaptive Systems},
  pages =	 {166-185},
  year =	 2001,
  editor =	 {A. Rodriguez and M. Ortiz and R. Santana},
  address =	 {Cuba},
  publisher =	 {Institute of Cybernetics, Mathematics and Physics (ICIMAF)}
}


@InCollection{MueMa01d,
  author = 	 {Heinz M{\"u}hlenbein and Thilo Mahnig},
  title = 	 {Evolutionary Computation and Beyond},
  booktitle = 	 {Foundations of Real-World Intelligence},
  pages =	 {123-188},
  publisher =	 {CSLI Publications},
  year =	 2001,
  editor =	 {Y. Uesaka and P. Kanerva and H. Asoh},
  address =	 {Stanford, California}
}

@PhdThesis{Ma01a,
  author = 	 {Thilo Mahnig},
  title = 	 {Populationsbasierte Optimierung durch das Lernen von Interaktionen mit Bayes'schen Netzen},
  school = 	 {University of Bonn},
  year = 	 2001,
  address =      {Sankt Augustin, Germany},
  note =         {GMD Research Series No. 3/2001}
}

@InCollection{MueMa02a,
  author = 	 {Heinz M{\"u}hlenbein and Thilo Mahnig},
  title = 	 {Mathematical Analysis of Evolutionary Algorithms},
  booktitle = 	 {Essays and Surveys in Metaheuristics},
  pages =	 {525-556},
  publisher =	 {Kluwer},
  year =	 2002,
  editor =	 {Celso C. Ribeiro}
}