%0 Conference Paper %1 oai:CiteSeerPSU:451286 %A Krawiec, Krzysztof %B Proceedings of the second National Conference on Computer Recognition Systems KOSYR-2001 %C Strona palacu w Milkowie, Karpacza, Poland %D 2001 %E Puchala, Edward %K algorithms, character genetic handwritten learning, machine programming, recognition visual %P 427--433 %T Genetic Programming Using Partial Order Of Solutions For Pattern Recognition Tasks %U http://citeseer.ist.psu.edu/451286.html %X This paper investigates the use of genetic programming (GP) for learning of pattern recognition programs. The central topic here is the introduction of GP incorporating partial order of solutions as opposed to the standard complete (linear) order imposed by the scalar fitness function. We claim that such an extension protects the `interesting', however worse w.r.t. the value of the fitness function, solutions from being discarded in the selection process, and thus increases the diversity of the population. That hypothesis is verified on a real-world case study concerning the recognition of handwritten characters. %Z The Pennsylvania State University CiteSeer Archives

@inproceedings{oai:CiteSeerPSU:451286, abstract = {This paper investigates the use of genetic programming (GP) for learning of pattern recognition programs. The central topic here is the introduction of GP incorporating partial order of solutions as opposed to the standard complete (linear) order imposed by the scalar fitness function. We claim that such an extension protects the `interesting', however worse w.r.t. the value of the fitness function, solutions from being discarded in the selection process, and thus increases the diversity of the population. That hypothesis is verified on a real-world case study concerning the recognition of handwritten characters.}, added-at = {2008-06-19T17:35:00.000+0200}, address = {Strona palacu w Milkowie, Karpacza, Poland}, annote = {The Pennsylvania State University CiteSeer Archives}, author = {Krawiec, Krzysztof}, biburl = {https://www.bibsonomy.org/bibtex/28a3578d3e47550a980504ac20a325831/brazovayeye}, booktitle = {Proceedings of the second National Conference on Computer Recognition Systems KOSYR-2001}, citeseer-isreferencedby = {oai:CiteSeerPSU:66067; oai:CiteSeerPSU:128462; oai:CiteSeerPSU:146628}, citeseer-references = {oai:CiteSeerPSU:18963; oai:CiteSeerPSU:212034; \cite{oai:CiteSeerPSU:451901}; oai:CiteSeerPSU:457380; oai:CiteSeerPSU:333851; oai:CiteSeerPSU:284013}, editor = {Puchala, Edward}, interhash = {4b2fdc892eb503b53aa8d59d6ad0131b}, intrahash = {8a3578d3e47550a980504ac20a325831}, keywords = {algorithms, character genetic handwritten learning, machine programming, recognition visual}, language = {en}, month = {28-31 May}, notes = {http://www.zssk.pwr.wroc.pl/zssk/kosyr/kosyr2001/kosyr.html II Krajowa Konferencja Naukowo-Szkoleniowa Komputerowe Systemy Rozpoznawania KOSYR 2001 Milk�w kolo Karpacza, 28-31 maja 2001 Organizator: Politechnika Wroclawska Wydzialowy Zaklad System�w i Sieci Komputerowych Wsp�lpraca: Towarzystwo Przetwarzania Obraz�w Instytut Informatyki Politechniki L�dzkiej Instytut Techniczny Panstwowej Wyzszej Szkoly Zawodowej w Legnicy}, oai = {oai:CiteSeerPSU:451286}, pages = {427--433}, rights = {unrestricted}, size = {6 pages}, timestamp = {2008-06-19T17:44:21.000+0200}, title = {Genetic Programming Using Partial Order Of Solutions For Pattern Recognition Tasks}, url = {http://citeseer.ist.psu.edu/451286.html}, year = 2001 }