@article{schmiedle:2002:GPEM, title = {Heuristic Learning Based on Genetic Programming}, author = {Frank Schmiedle and Nicole Drechsler and Daniel Grosse and Rolf Drechsler}, journal = {Genetic Programming and Evolvable Machines}, month = {December}, number = {4}, pages = {363--388}, volume = {3}, year = {2002}, biburl = {http://www.bibsonomy.org/bibtex/27e1317c8b101f8aa8a238b3c4b24c95e/brazovayeye}, abstract = {In this paper we present an approach to learning heuristics based on Genetic Programming (GP) which can be applied to problems in the VLSI CAD area. GP is used to develop a heuristic that is applied to the problem instance instead of directly solving the problem by application of GP. The GP-based heuristic learning method is applied to one concrete field from the area of VLSI CAD, i.e. minimisation of Binary Decision Diagrams (BDDs). Experimental results are given in order to demonstrate that the GP-based method leads to high quality results that outperform previous methods while the run-times of the resulting heuristics do not increase. Furthermore, we show that by clever adjustment of parameters, further improvements such as the saving of about 50% of the run-time for the learning phase can be achieved.}, issn = {1389-2576}, notes = {Article ID: 5103874}, doi = {doi:10.1023/A:1020988925923}, keywords = {BDD algorithms, genetic heuristic learning, minimization, multi-objective optimization, programming, re-ordering variable } } @inproceedings{Schmiedle:2001:FD, title = {Too Much Knowledge Hurts: Acceleration of Genetic Programs for Learning Heuristics}, address = {Dortmund, Germany}, author = {Frank Schmiedle and Daniel Grosse and Rolf Drechsler and Bernd Becker}, booktitle = {Computational Intelligence : Theory and Applications}, editor = {Bernd Reusch}, month = {1-3 October}, pages = {479--491}, publisher = {Springer-Verlag}, series = {LNCS}, url = {http://ira.informatik.uni-freiburg.de/papers/2001/SGDB_2001.ps.gz}, volume = {2206}, year = {2001}, biburl = {http://www.bibsonomy.org/bibtex/2a7039f10922db4c276ce45aedbd19359/brazovayeye}, abstract = {Among many other applications, evolutionary methods have been used to develop heuristics for several optimization problems in VLSI CAD in recent years. Although learning is performed according to a set of training benchmarks, it is most important to generate heuristics that have a good generalization behaviour and hence are well suited to be applied to unknown examples. Besides large runtimes for learning, the major drawback of these approaches is that they are very sensitive to a variety of parameters for the learning process. In this paper, we study the impact of different parameters, like e.g. stopping conditions, on the quality of the results for learning heuristics for BDD minimization. If learning takes too long, the developed heuristics become too specific for the set of training examples and in that case results of application to unknown problem instances deteriorate. It will be demonstrated here that runtime can be saved while even improving the generalization behaviour of the heuristics.}, organisation = {7th Fuzzy Days}, size = {pages}, isbn = {3-540-42732-5}, notes = {http://ls1-www.cs.uni-dortmund.de/fd7/}, keywords = {algorithms, genetic programming } } @inproceedings{schmiedle:2001:gecco, title = {Priorities in Multi-Objective Optimization for Genetic Programming}, address = {San Francisco, California, USA}, author = {Frank Schmiedle and Nicole Drechsler and Daniel Grosse and Rolf Drechsler}, booktitle = {Proceedings of the Genetic and Evolutionary Computation Conference (GECCO-2001)}, editor = {Lee Spector and Erik D. Goodman and Annie Wu and W. B. Langdon and Hans-Michael Voigt and Mitsuo Gen and Sandip Sen and Marco Dorigo and Shahram Pezeshk and Max H. Garzon and Edmund Burke}, month = {7-11 July}, pages = {129--136}, publisher = {Morgan Kaufmann}, url = {http://www.cs.bham.ac.uk/~wbl/biblio/gecco2001/d01.pdf}, year = {2001}, biburl = {http://www.bibsonomy.org/bibtex/2e9291800e5d2418188a9b69cfcf544a6/brazovayeye}, publisher_address = {San Francisco, CA 94104, USA}, isbn = {1-55860-774-9}, notes = {GECCO-2001 A joint meeting of the tenth International Conference on Genetic Algorithms (ICGA-2001) and the sixth Annual Genetic Programming Conference (GP-2001) Part of \cite{spector:2001:GECCO}}, keywords = {BDD algorithms, genetic in minimization, multi-objective optimization optimization, priorities programming, } } @inproceedings{drechsler:2001:EuroGP, title = {Heuristic Learning based on Genetic Programming}, address = {Lake Como, Italy}, author = {Nicole Drechsler and Frank Schmiedle and Daniel Grosse and Rolf Drechsler}, booktitle = {Genetic Programming, Proceedings of EuroGP'2001}, editor = {Julian F. Miller and Marco Tomassini and Pier Luca Lanzi and Conor Ryan and Andrea G. B. Tettamanzi and William B. Langdon}, month = {18-20 April}, pages = {1--10}, publisher = {Springer-Verlag}, series = {LNCS}, url = {http://www.springerlink.com/openurl.asp?genre=article&issn=0302-9743&volume=2038&spage=1}, volume = {2038}, year = {2001}, biburl = {http://www.bibsonomy.org/bibtex/2f2699289e71ea223a85869804052af00/brazovayeye}, abstract = {In this paper we present an approach to learning heuristics based on Genetic Programming (GP). Instead of directly solving the problem by application of GP, GP is used to develop a heuristic that is applied to the problem instance. By this, the typical large runtimes of evolutionary methods have to be invested only once in the learning phase. The resulting heuristic is very fast. The technique is applied to a field from the area of VLSI CAD, i.e. minimization of Binary Decision Diagrams (BDDs). We chose this topic due to its high practical relevance and since it matches the criteria where our algorithm works best, i.e. large problem instances where standard evolutionary techniques cannot be applied due to their large runtimes. Our experiments show that we obtain high quality results that outperform previous methods, while keeping the advantage of low runtimes.}, organisation = {EvoNET}, publisher_address = {Berlin}, size = {10 pages}, isbn = {3-540-41899-7}, notes = {EuroGP'2001, part of \cite{miller:2001:gp}}, keywords = {BDD, Binary CAD, Decision Diagrams Heuristic Learning, VLSI algorithms, genetic programming, } } @book{[mitarb.]1954, title = {Menschenführung, Personalauslese, Technik in Wirtschaft und Armee : [Tagung der Volkswirtschaftlichen Gesellschaft e.V. am 8./10. Oktober 1953 in Hamburg ... "Wehrordnung und Wirtschaftsordnung"]}, address = {Leske}, annote = {260 S}, author = {{Heinz} Karst [Mitarb.] and {Friedrich} Beermann and {Franz} Grosse}, howpublished = {Darmstadt}, url = {http://gso.gbv.de/DB=2.1/CMD?ACT=SRCHA&SRT=YOP&IKT=1016&TRM=ppn+020163770&sourceid=fbw_bibsonomy}, year = {1954}, biburl = {http://www.bibsonomy.org/bibtex/2b1e80568d3e13f1b26222c1715549ec9/fbw}, description = {imported}, keywords = {Führung Militär Wirtschaftsordnung } } @book{grosse1973, title = {Kritische Analyse der Theorie und Praxis des Managements}, address = {Dietz Verl.}, annote = {400 S}, author = {{Hermann} Grosse and {Hans-Joachim} Braun and {Horst} Model and {Manfred} Puschmann and {Franz} Rudolph}, edition = {1. Aufl}, howpublished = {Berlin}, url = {http://gso.gbv.de/DB=2.1/CMD?ACT=SRCHA&SRT=YOP&IKT=1016&TRM=ppn+125885229&sourceid=fbw_bibsonomy}, year = {1973}, biburl = {http://www.bibsonomy.org/bibtex/2bb514bd646ec605333396c64190f4466/fbw}, description = {imported}, keywords = {imported } } @book{wienker1994, title = {Entwicklung eines Kommunikationssystems für die integrierte Auftragsplanung und -steuerung : ein Beitrag zur Verbesserung der Transparenz bei der Auftragsabwicklung in der auftragsgebundenen Einzel- und Kleinserienproduktion}, address = {Shaker}, annote = {174 S. in getr. Zählung}, author = {{Reinhard} Grosse Wienker}, edition = {Als Ms. gedr}, howpublished = {Aachen}, url = {http://gso.gbv.de/DB=2.1/CMD?ACT=SRCHA&SRT=YOP&IKT=1016&TRM=ppn+148714641&sourceid=fbw_bibsonomy}, year = {1994}, biburl = {http://www.bibsonomy.org/bibtex/261b9b98468af5a9f074722c9a3d7e4a4/fbw}, description = {imported}, isbn = {3-86111-910-2}, keywords = {imported } } @book{grosse-oetringhaus1995, title = {Verkaufte Kindheit : Kinderarbeit für den Weltmarkt}, address = {Westfälisches Dampfboot}, annote = {219 S}, author = {{Hans-Martin} Grosse-Oetringhaus and {Peter} Strack}, edition = {1. Aufl}, howpublished = {Münster}, url = {http://gso.gbv.de/DB=2.1/CMD?ACT=SRCHA&SRT=YOP&IKT=1016&TRM=ppn+187267766&sourceid=fbw_bibsonomy}, year = {1995}, biburl = {http://www.bibsonomy.org/bibtex/21fb1872e6083880336ef616e9056dbe5/fbw}, description = {imported}, isbn = {3-929586-56-8}, keywords = {imported } } @book{[hrsg.]1996, title = {Zeit im Flug : eine Chronologie der Daimler-Benz-Aerospace AG}, address = {Daimler-Benz-Aerospace, Bereich Kommunikation}, annote = {187 S}, author = {{Dirk} Grosse-Leege [Hrsg.]}, howpublished = {München}, url = {http://gso.gbv.de/DB=2.1/CMD?ACT=SRCHA&SRT=YOP&IKT=1016&TRM=ppn+229619096&sourceid=fbw_bibsonomy}, year = {1996}, biburl = {http://www.bibsonomy.org/bibtex/21cbae5b3dc4ff8c50dd942eee7308e1f/fbw}, description = {imported}, keywords = {Daimler-Benz-Aerospace_AG } } @book{grosse1998, title = {Unternehmensgründungen in der Biotechnologie : Information und Beratung für biotechnologisch orientierte Unternehmensgründer ; Veranstaltung im Industrieclub Düsseldorf, 30. September 1998 ; Netzwerk Umweltbiotechnologie}, annote = {[56] Bl}, author = {{K.} Grosse}, url = {http://gso.gbv.de/DB=2.1/CMD?ACT=SRCHA&SRT=YOP&IKT=1016&TRM=ppn+350462356&sourceid=fbw_bibsonomy}, year = {1998}, biburl = {http://www.bibsonomy.org/bibtex/27360364ab615d6aee27f91fac2456498/fbw}, description = {imported}, keywords = {Biotechnologische_Industrie Unternehmensgründung } }