Foundations of Intelligent Systems: 23rd International Symposium, ISMIS 2017, Warsaw, Poland, June 26-29, 2017, Proceedings PDF
Preview Foundations of Intelligent Systems: 23rd International Symposium, ISMIS 2017, Warsaw, Poland, June 26-29, 2017, Proceedings
Marzena Kryszkiewicz · Annalisa Appice ´ Dominik Sle˛zak · Henryk Rybinski Andrzej Skowron · Zbigniew W. Ras´ (Eds.) 2 Foundations 5 3 0 1 I of Intelligent Systems A N L 23rd International Symposium, ISMIS 2017 Warsaw, Poland, June 26–29, 2017 Proceedings 123 fi Lecture Notes in Arti cial Intelligence 10352 Subseries of Lecture Notes in Computer Science LNAI Series Editors Randy Goebel University of Alberta, Edmonton, Canada Yuzuru Tanaka Hokkaido University, Sapporo, Japan Wolfgang Wahlster DFKI and Saarland University, Saarbrücken, Germany LNAI Founding Series Editor Joerg Siekmann DFKI and Saarland University, Saarbrücken, Germany More information about this series at http://www.springer.com/series/1244 Marzena Kryszkiewicz Annalisa Appice (cid:129) Ś ę Dominik l zak Henryk Rybinski (cid:129) ś Andrzej Skowron Zbigniew W. Ra (Eds.) (cid:129) Foundations of Intelligent Systems 23rd International Symposium, ISMIS 2017 – Warsaw, Poland, June 26 29, 2017 Proceedings 123 Editors Marzena Kryszkiewicz Andrzej Skowron Institute of Computer Science Institute of Mathematics Warsaw University of Technology Warsaw University Warsaw Warsaw Poland Poland AnnalisaAppice and Department ofComputer Science Systems Research Institute University of Bari Aldo Moro Polish Academy ofSciences Bari Warsaw University Italy Warsaw Dominik Ślęzak Poland Institute of Informatics Zbigniew W.Raś University of Warsaw Department ofComputer Science Warsaw University of NorthCarolina atCharlotte Poland Charlotte, NC USA Henryk Rybinski Institute of Computer Science Warsaw University of Technology Warsaw Poland ISSN 0302-9743 ISSN 1611-3349 (electronic) Lecture Notesin Artificial Intelligence ISBN 978-3-319-60437-4 ISBN978-3-319-60438-1 (eBook) DOI 10.1007/978-3-319-60438-1 LibraryofCongressControlNumber:2017943070 LNCSSublibrary:SL7–ArtificialIntelligence ©SpringerInternationalPublishingAG2017 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpartofthe material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilarmethodologynow knownorhereafterdeveloped. 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Printedonacid-freepaper ThisSpringerimprintispublishedbySpringerNature TheregisteredcompanyisSpringerInternationalPublishingAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Preface This volume contains the papers selected for presentation at the 23rd International Symposium on Methodologies for Intelligent Systems (ISMIS 2017), which was held at Warsaw University of Technology, Warsaw, Poland, June 26–29, 2017. The sym- posium was organized by the Institute of Computer Science at Warsaw University of Technology,incooperationwithUniversityofWarsaw,Poland,andUniversityofBari Aldo Moro, Italy. ISMIS is a conference series that started in 1986. Held twice every three years, ISMIS provides an international forum for exchanging scientific, research, and tech- nological achievements in building intelligent systems. In particular, major areas selected for ISMIS 2017 include both theoretical and practical aspects of machine learning, data mining methods, deep learning, bioinformatics and health informatics, intelligent information systems, knowledge-based systems, mining temporal, spatial andspatio-temporaldata,textandWebmining.Inaddition,fourspecialsessionswere organized: namely, Special Session on Big Data Analytics and Stream Data Mining, Special Session on Granular and Soft Clustering for Data Science, Special Session on Knowledge Discovery with Formal Concept Analysis and Related Formalisms, and SpecialSessiondevotedtoISMIS2017DataMiningCompetitiononTradingBasedon Recommendations, which was launched as a part of the conference. The ISMIS con- ference was accompanied by the Industrial Session on Data Science in Industry: Algorithms, Tools, and Applications. ISMIS 2017 received 118 submissions that were carefully reviewed by three or more Program Committee members or external reviewers. Papers submitted to special sessions were subject to the same reviewing procedure as those submitted to regular sessions. After a rigorous reviewing process, 56 regular papers and 15 short papers were accepted for presentation at the conference and publication in the ISMIS 2017 proceedings volume. This volume also contains one invited paper and three abstracts by the plenary keynote speakers. Itistrulyapleasuretothankallpeoplewhohelpedthisvolumecomeintobeingand made ISMIS 2017 a successful and exciting event. In particular, we would like to expressourappreciationfortheworkoftheISMIS2017ProgramCommitteemembers and external reviewers who helped assure the high standard of accepted papers. We would like to thank all authors of ISMIS 2017, without whose high-quality contribu- tionsitwouldnothavebeenpossibletoorganizetheconference.Wearegratefultothe organizers of special sessions of ISMIS 2017: Martin Atzmueller and Jerzy Ste- fanowski (Special Session on Big Data Analytics and Stream Data Mining), Pawan Lingras, Georg Peters, and Richard Weber (Special Session on Granular and Soft Clustering for Data Science), Davide Ciucci, Sergei Kuznetsov, and Amedeo Napoli (SpecialSessiononKnowledgeDiscoverywithFormalConceptAnalysisandRelated Formalisms),AndrzejJanuszandKamilŻbikowski(SpecialSessiondevotedtoISMIS 2017 Data Mining Competition on Trading Based on Recommendations). We would VI Preface also like to express our appreciation to the organizers of the accompanying events: Andrzej Janusz and Kamil Żbikowski, who successfully launched the competition; Robert Bembenik, Grzegorz Protaziuk, and Łukasz Skonieczny for organizing the Industrial Session and for their involvement in all organizational matters related to ISMIS2017aswellasthecreationandmaintenanceoftheconferencewebsite.Weare gratefultoBożennaSkalska,JoannaKonczak,andAnnaFilipowska-Chlebekfortheir administrative work. WealsowishtoexpressourthankstoPerfecto HerreraBoyer,PaolaMello, Marek Rusinkiewicz,andOsmarR.Zaїaneforacceptingourinvitationtogiveplenarytalksat ISMIS2017.WewouldliketothankmBankS.A.forsponsoringtheISMIS2017Data MiningCompetition,andTipranksforprovidingdataforthiscompetition.Also,weare thankful to Alfred Hofmann of Springer for supporting the ISMIS 2017 Best Paper Award. Moreover,ourthanksareduetoAlfred Hofmannforhiscontinuoussupportandto Anna Kramer for her work on the proceedings. We believe that the proceedings of ISMIS 2017 will become a valuable source of reference for your ongoing and future research activities. June 2017 Marzena Kryszkiewicz Annalisa Appice Dominik Ślęzak Henryk Rybinski Andrzej Skowron Zbigniew W. Raś Organization ISMIS 2017 was organized by the Institute of Computer Science, Warsaw University of Technology, Warsaw, Poland, in cooperation with University of Warsaw, Poland, and University of Bari Aldo Moro, Italy. ISMIS 2017 Symposium Organizers Symposium Chairs Henryk Rybinski Warsaw University of Technology, Poland Andrzej Skowron University of Warsaw, Poland and Polish Academy of Sciences, Poland Program Chairs Annalisa Appice University of Bari Aldo Moro, Italy Marzena Kryszkiewicz Warsaw University of Technology, Poland Dominik Ślęzak University of Warsaw, Poland Steering Committee Chair Zbigniew W. Raś University of North Carolina, USA and Warsaw University of Technology, Poland Organizing Committee Robert Bembenik Warsaw University of Technology, Poland Grzegorz Protaziuk Warsaw University of Technology, Poland Łukasz Skonieczny Warsaw University of Technology, Poland Steering Committee Troels Andreasen Roskilde University, Denmark Jaime Carbonell CMU, USA Li Chen Hong Kong Baptist University, Hong Kong, SAR China Henning Christiansen Roskilde University, Denmark Juan Carlos Cubero University of Granada, Spain Floriana Esposito University of Bari Aldo Moro, Italy Alexander Felfernig Graz University of Technology, Austria Mohand-Saїd Hacid Université Claude Bernard Lyon 1, France Marzena Kryszkiewicz Warsaw University of Technology, Poland Jiming Liu Hong Kong Baptist University, Hong Kong, SAR China VIII Organization Olivier Pivert IRISA-ENSSAT, University of Rennes 1, France Henryk Rybinski Warsaw University of Technology, Poland Lorenza Saitta Università del Piemonte Orientale, Italy Andrzej Skowron University of Warsaw, Poland and Polish Academy of Sciences, Poland Dominik Ślęzak University of Warsaw, Poland Maria Zemankova NSF, USA Program Committee ISMIS Regular Papers Piotr Andruszkiewicz Warsaw University of Technology, Poland Annalisa Appice University of Bari Aldo Moro, Italy Jarek Arabas Warsaw University of Technology, Poland Martin Atzmueller Tilburg University, The Netherlands Robert Bembenik Warsaw University of Technology, Poland Salima Benbernou Université Paris Descartes, France Petr Berka University of Economics, Prague, Czech Republic Marenglen Biba University of New York in Tirana, Albania Maria Bielikova Slovak University of Technology in Bratislava, Slovakia Konstantinos Blekas University of Ioannina, Greece Jerzy Błaszczyński Poznań University of Technology, Poland Gloria Bordogna National Research Council of Italy - CNR, Italy Jose Borges University of Porto, Portugal Ivan Bratko University of Ljubljana, Slovenia Henrik Bulskov Roskilde University, Denmark Michelangelo Ceci University of Bari Aldo Moro, Italy Edward Chang HTC Research, Taiwan Jianhua Chen Louisiana State University, USA Silvia Chiusano Polytechnic University of Turin, Italy Davide Ciucci University of Milano-Bicocca, Italy Emmanuel Coquery Université Lyon 1 - LIRIS, France Germán Creamer Stevens Institute of Technology, USA Bruno Cremilleux Université de Caen, France Alfredo Cuzzocrea University of Trieste, Italy Claudia D’Amato University of Bari Aldo Moro, Italy Jeroen De Knijf AVAST, The Netherlands Marcilio De Souto LIFO/University of Orleans, USA Luigi Di Caro University of Turin, Italy Nicola Di Mauro University of Bari Aldo Moro, Italy Stephan Doerfel University of Kassel, Germany Brett Drury National University of Ireland, Galway, Ireland Wouter Duivesteijn TU Eindhoven, The Netherlands Inês Dutra Universidade do Porto, Portugal Organization IX Christoph F. Eick University of Houston, USA Tapio Elomaa Tampere University of Technology, Finland Floriana Esposito University of Bari Aldo Moro, Italy Nicola Fanizzi University of Bari Aldo Moro, Italy Stefano Ferilli University of Bari Aldo Moro, Italy Sebastien Ferre Université de Rennes 1, France Carlos Ferreira LIAAD INESC Porto LA, Portugal Naoki Fukuta Shizuoka University, Japan Fabio Fumarola Math & IT Research and Development, Italy Mohamed Gaber Birmingham City University, UK Tomasz Gambin Warsaw University of Technology, Poland Paolo Garza Polytechnic University of Turin, Italy Piotr Gawrysiak Warsaw University of Technology, Poland Laura Giordano University of Eastern Piedmont, Italy Michael Granitzer University of Passau, Germany Jacek Grekow Bialystok Technical University, Poland Jerzy Grzymala-Busse University of Kansas, USA Hakim Hacid Zayed University, United Arab Emirates Mohand-Saїd Hacid Université Claude Bernard Lyon 1, France Allel Hadjali LIAS/ENSMA, France Mirsad Hadzikadic UNC Charlotte, USA Maria Halkidi University of Piraeus, Greece Shoji Hirano Shimane University, Japan Lothar Hotz University of Hamburg, Germany Dino Ienco IRSTEA, France Andrzej Janusz University of Warsaw, Poland Matthias Jarke RWTH Aachen University, Germany Szymon Jaroszewicz Polish Academy of Sciences, Poland Adam Jatowt Kyoto University, Japan Mehdi Kaytoue LIRIS - INSA de Lyon, France Matthias Klusch DFKI, Germany Mieczysław Kłopotek Polish Academy of Sciences, Poland Dragi Kocev Jozef Stefan Institute, Slovenia Jacek Koronacki Polish Academy of Sciences, Poland Bozena Kostek Gdansk University of Technology, Poland Lars Kotthoff University of British Columbia, Canada Marzena Kryszkiewicz Warsaw University of Technology, Poland Sergei O. Kuznetsov National Research University Higher School of Economics, Russia Mark Last Ben-Gurion University of the Negev, Israel Anne Laurent LIRMM - UM, France Dominique Laurent Université Cergy-Pontoise, France Marie-Jeanne Lesot LIP6 - UPMC, France Antoni Ligęza AGH University of Science and Technology, Poland Pawan Lingras Saint Mary’s University, Halifax, Canada Corrado Loglisci University of Bari, Italy
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