{"has_accepted_license":"1","_id":"2117","year":2012,"file_date_updated":"2019-12-03T07:00:42Z","title":"Integration of Statistical Analyses for Parametrisation of the Fuzzy Pattern Classification","editor":[{"full_name":"Hüllermeier, Eike ","last_name":"Hüllermeier","first_name":"Eike "},{"last_name":"Hoffmann","first_name":"Frank","full_name":"Hoffmann, Frank"}],"language":[{"iso":"eng"}],"date_updated":"2023-03-15T13:49:38Z","date_created":"2019-12-03T06:59:40Z","keyword":["Fuzzy-Regelung"],"status":"public","place":"Düsseldorf","citation":{"ufg":"<b>Hähnel, Holger et. al. (2012)</b>: Integration of Statistical Analyses for Parametrisation of the Fuzzy Pattern Classification, in: Eike  Hüllermeier/Frank Hoffmann (Hgg.): <i>22. Workshop Computational Intelligence, 06.-7.12.2012, Dortmund </i>, Düsseldorf, S. 115–131.","apa":"Hähnel, H., Hempel, A.-J., Mönks, U., &#38; Lohweg, V. (2012). Integration of Statistical Analyses for Parametrisation of the Fuzzy Pattern Classification. In E. Hüllermeier &#38; F. Hoffmann (Eds.), <i>22. Workshop Computational Intelligence, 06.-7.12.2012, Dortmund </i> (pp. 115–131). Düsseldorf: VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik (GMA).","bjps":"<b>Hähnel H <i>et al.</i></b> (2012) Integration of Statistical Analyses for Parametrisation of the Fuzzy Pattern Classification. In Hüllermeier E and Hoffmann F (eds), <i>22. Workshop Computational Intelligence, 06.-7.12.2012, Dortmund </i>. Düsseldorf: VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik (GMA), pp. 115–131.","short":"H. Hähnel, A.-J. Hempel, U. Mönks, V. Lohweg, in: E. Hüllermeier, F. Hoffmann (Eds.), 22. Workshop Computational Intelligence, 06.-7.12.2012, Dortmund , VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik (GMA), Düsseldorf, 2012, pp. 115–131.","chicago":"Hähnel, Holger, Arne-Jens Hempel, Uwe Mönks, and Volker Lohweg. “Integration of Statistical Analyses for Parametrisation of the Fuzzy Pattern Classification.” In <i>22. Workshop Computational Intelligence, 06.-7.12.2012, Dortmund </i>, edited by Eike  Hüllermeier and Frank Hoffmann, 115–31. Düsseldorf: VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik (GMA), 2012.","havard":"H. Hähnel, A.-J. Hempel, U. Mönks, V. Lohweg, Integration of Statistical Analyses for Parametrisation of the Fuzzy Pattern Classification, in: E. Hüllermeier, F. Hoffmann (Eds.), 22. Workshop Computational Intelligence, 06.-7.12.2012, Dortmund , VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik (GMA), Düsseldorf, 2012: pp. 115–131.","ieee":"H. Hähnel, A.-J. Hempel, U. Mönks, and V. Lohweg, “Integration of Statistical Analyses for Parametrisation of the Fuzzy Pattern Classification,” in <i>22. Workshop Computational Intelligence, 06.-7.12.2012, Dortmund </i>, 2012, pp. 115–131.","mla":"Hähnel, Holger, et al. “Integration of Statistical Analyses for Parametrisation of the Fuzzy Pattern Classification.” <i>22. Workshop Computational Intelligence, 06.-7.12.2012, Dortmund </i>, edited by Eike  Hüllermeier and Frank Hoffmann, VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik (GMA), 2012, pp. 115–31.","van":"Hähnel H, Hempel A-J, Mönks U, Lohweg V. Integration of Statistical Analyses for Parametrisation of the Fuzzy Pattern Classification. In: Hüllermeier E, Hoffmann F, editors. 22 Workshop Computational Intelligence, 06-7122012, Dortmund . Düsseldorf: VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik (GMA); 2012. p. 115–31.","ama":"Hähnel H, Hempel A-J, Mönks U, Lohweg V. Integration of Statistical Analyses for Parametrisation of the Fuzzy Pattern Classification. In: Hüllermeier E, Hoffmann F, eds. <i>22. Workshop Computational Intelligence, 06.-7.12.2012, Dortmund </i>. Düsseldorf: VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik (GMA); 2012:115-131.","din1505-2-1":"<span style=\"font-variant:small-caps;\">Hähnel, Holger</span> ; <span style=\"font-variant:small-caps;\">Hempel, Arne-Jens</span> ; <span style=\"font-variant:small-caps;\">Mönks, Uwe</span> ; <span style=\"font-variant:small-caps;\">Lohweg, Volker</span>: Integration of Statistical Analyses for Parametrisation of the Fuzzy Pattern Classification. In: <span style=\"font-variant:small-caps;\">Hüllermeier, E.</span> ; <span style=\"font-variant:small-caps;\">Hoffmann, F.</span> (Hrsg.): <i>22. Workshop Computational Intelligence, 06.-7.12.2012, Dortmund </i>. Düsseldorf : VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik (GMA), 2012, S. 115–131","chicago-de":"Hähnel, Holger, Arne-Jens Hempel, Uwe Mönks und Volker Lohweg. 2012. Integration of Statistical Analyses for Parametrisation of the Fuzzy Pattern Classification. In: <i>22. Workshop Computational Intelligence, 06.-7.12.2012, Dortmund </i>, hg. von Eike  Hüllermeier und Frank Hoffmann, 115–131. Düsseldorf: VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik (GMA)."},"type":"conference","file":[{"relation":"main_file","file_id":"2118","creator":"6bl-f5s","content_type":"application/pdf","file_name":"lohweg_integration.pdf","access_level":"closed","file_size":728201,"date_updated":"2019-12-03T07:00:42Z","date_created":"2019-12-03T07:00:42Z"}],"abstract":[{"lang":"eng","text":"The present work aims at a statistically motivated parameterisation for a fuzzy classification approach. Its key points are the determination of robust parameterisations for the data-driven fuzzy class learning based an statistical analyses as well as the preservation of the interpretability of the fuzzy class models and the classification process. In particular, order statistics and Monte Carlo methods are used to determine distributions and moments of class border parameters. These distributions and moments are further applied to evaluate the robustness of parameters of the current fuzzy classification model and to propose alternative robust parameterisations. The feasibility of the approach is demonstrated in the context of a machine diagnosis application."}],"publication_identifier":{"isbn":["978-3-86644-917-6"]},"publication":"22. Workshop Computational Intelligence, 06.-7.12.2012, Dortmund ","user_id":"45673","author":[{"first_name":"Holger","last_name":"Hähnel","full_name":"Hähnel, Holger"},{"full_name":"Hempel, Arne-Jens","first_name":"Arne-Jens","last_name":"Hempel"},{"id":"1825","full_name":"Mönks, Uwe","last_name":"Mönks","first_name":"Uwe"},{"last_name":"Lohweg","first_name":"Volker","id":"1804","full_name":"Lohweg, Volker","orcid":"0000-0002-3325-7887"}],"ddc":["600"],"department":[{"_id":"DEP5023"}],"publisher":"VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik (GMA)","page":"115-131"}