Hirosato Seki · Canh Hao Nguyen · Van-Nam Huynh · Masahiro Inuiguchi (Eds.) Integrated Uncertainty 1 7 4 in Knowledge Modelling 1 1 I A and Decision Making N L 7th International Symposium, IUKM 2019 Nara, Japan, March 27–29, 2019 Proceedings 123 fi Lecture Notes in Arti cial Intelligence 11471 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 Hirosato Seki Canh Hao Nguyen (cid:129) (cid:129) Van-Nam Huynh Masahiro Inuiguchi (Eds.) (cid:129) Integrated Uncertainty in Knowledge Modelling and Decision Making 7th International Symposium, IUKM 2019 – Nara, Japan, March 27 29, 2019 Proceedings 123 Editors Hirosato Seki CanhHao Nguyen Osaka University Institute for Chemical Research Toyonaka,Osaka, Japan KyotoUniversity Uji, Kyoto,Japan Van-NamHuynh Masahiro Inuiguchi JapanAdvancedInstitute ofScience Osaka University andTechnology Toyonaka,Osaka, Japan Nomi, Ishikawa, Japan ISSN 0302-9743 ISSN 1611-3349 (electronic) Lecture Notesin Artificial Intelligence ISBN 978-3-030-14814-0 ISBN978-3-030-14815-7 (eBook) https://doi.org/10.1007/978-3-030-14815-7 LibraryofCongressControlNumber:2019932915 LNCSSublibrary:SL7–ArtificialIntelligence ©SpringerNatureSwitzerlandAG2019 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. Theuseofgeneraldescriptivenames,registerednames,trademarks,servicemarks,etc.inthispublication doesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant protectivelawsandregulationsandthereforefreeforgeneraluse. Thepublisher,theauthorsandtheeditorsaresafetoassumethattheadviceandinformationinthisbookare believedtobetrueandaccurateatthedateofpublication.Neitherthepublishernortheauthorsortheeditors give a warranty, express or implied, with respect to the material contained herein or for any errors or omissionsthatmayhavebeenmade.Thepublisherremainsneutralwithregardtojurisdictionalclaimsin publishedmapsandinstitutionalaffiliations. ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSwitzerlandAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Preface This volume contains the papers that were presented at the 7th International Symposium on Integrated Uncertainty inKnowledgeModelling and DecisionMaking (IUKM 2019) held in Nara, Japan, March 27–29, 2019. The IUKM symposia aim to provide a forum for the exchange of research results, ideas,andexperienceofapplicationamongresearchersandpractitionersinvolvedwith all aspects of uncertainty modelling and management. Previous editions of the con- ference were held in Ishikawa, Japan (IUM 2010), Hangzhou, China (IUKM 2011), Beijing, China (IUKM 2013), Nha Trang, Vietnam (IUKM 2015), Da Nang, Vietnam (IUKM 2016), and Ha Noi, Vietnam (2018) and their proceedings were published by Springer in AISC 68, LNAI 7027, LNAI 8032, LNAI 9376, LNAI 9978, and LNAI 10758, respectively. The IUKM 2019 was jointly organized by Osaka University and Japan Advanced Institute of Science and Technology. Thisyeartheconferencereceived93submissionsfrom20differentcountries.Each submission was peer reviewed by at least two members of the Program Committee. After a thorough review process, 71 papers were accepted for presentation at IUKM 2018, of which 36 papers (38.89%) were accepted for publication in the LNAI proceedings. The IUKM 2019 symposium was partially supported by Tateisi Science and Technology Foundation, Japan, Nara Visitors Bureau and the U.S. Office of Naval Research Global (ONR Global). We are very thankful to the local organizing team fromOsakaUniversity,OsakaPrefectureUniversity,andUniversityofHyogofortheir hard work, efficient services, and wonderful local arrangements. We would like to express our appreciation to the members of the Program Committeefortheirsupportandcooperationinthispublication.Wearealsothankfulto Alfred Hofmann, Anna Kramer, and their colleagues at Springer for providing a meticulousserviceforthetimelyproductionofthisvolume.Last,butcertainlynotthe least,ourspecialthanksgotoalltheauthorswhosubmittedpapersandalltheattendees for their contributions and fruitful discussions that made this conference a great success. March 2018 Hirosato Seki Canh Hao Nguyen Van-Nam Huynh Masahiro Inuiguchi Organization General Co-chairs Masahiro Inuiguchi Osaka University, Japan Thierry Denoeux University of Technology of Compiègne, France Advisory Board Michio Sugeno European Center for Soft Computing, Spain Hung T. Nguyen New Mexico State University, USA; Chiang Mai University, Thailand Sadaaki Miyamoto University of Tsukuba, Japan Akira Namatame AOARD/AFRL and National Defense Academy of Japan Program Co-chairs Hirosato Seki University of Osaka, Japan Canh Hao Nguyen Kyoto University, Japan Local Arrangements Co-chairs Katsuhiro Honda Osaka Prefecture University, Japan Tomoe Entani University of Hyogo, Japan Puchit Sariddichainunta Osaka University, Japan Publication and Financial Co-chairs Van-Nam Huynh Japan Advanced Institute of Science and Technology, Japan Katsushige Fujimoto Fukushima University, Japan Publicity Co-chairs Yoshifumi Kusunoki Osaka University, Japan Seiki Ubukata Osaka Prefecture University, Japan Program Committee Yaxin Bi University of Ulster, UK Jurek Blaszczynski Poznan University of Technology, Poland Tru Cao Ho Chi Minh City University of Technology, Vietnam VIII Organization Fabio Cuzzolin Oxford Brookes University, UK Tien-Tuan Dao University of Technology of Compiègne, France Yong Deng Xian Jiaotong University, China Thierry Denoeux University of Technology of Compiègne, France Sebastien Destercke University of Technology of Compiègne, France Zied Elouedi LARODEC, ISG de Tunis, Tunisie Tomoe Entani University of Hyogo, Japan Katsushige Fujimoto Fukushima University, Japan Lluis Godo IIIA - CSIC, Spain Yukio Hamasuna Kindai University, Japan Katsuhiro Honda Osaka Prefecture University, Japan Tzung-Pei Hong National University of Kaohsiung, Taiwan Van-Nam Huynh JAIST, Japan Hiroyuki Inoue University of Fukui, Japan Masahiro Inuiguchi Osaka University, Japan Jung Sik Jeong Mokpo National Maritime University, South Korea Radim Jirousek University of Economics, Czech Republic Yuchi Kanzawa Shibaura Institute of Technology, Japan Mayuka F. Kawaguchi Hokkaido University, Japan Vladik Kreinovich University of Texas at El Paso, USA Yasuo Kudo Muroran Institute of Technology, Japan Yoshifumi Kusunoki Osaka University, Japan Anh Cuong Le Ton Duc Thang University, Vietnam Bac Le University of Science, VNU-Ho Chi Minh, Vietnam Churn-Jung Liau Academia Sinica, Taipei, Taiwan Weldon Lodwick University of Colorado at Denver, USA Tieju Ma East China University of Science and Technology, China Luis Martinez University of Jaen, Spain Radko Mesiar Slovak University of Technology in Bratislava, Slovakia Tetsuya Murai Chitose Institute of Science and Technology, Japan Michinori Nakata Josai International University, Japan Canh Hao Nguyen Kyoto University, Japan Hung T. Nguyen New Mexico State University, USA Le Minh Nguyen JAIST, Japan Vilem Novak Ostrava University, Czech Republic Irina Perfilieva Ostrava University, Czech Republic Jaroslav Ramik Silesian University in Opava, Czech Republic Hiroshi Sakai Kyushu Institute of Technology, Japan Hirosato Seki Osaka University, Japan Simon Shen Chinese Culture University, Taiwan Organization IX Dominik Slezak University of Warsaw and Infobright Inc., Poland Roman Slowinski Poznan University of Technology, Poland Martin Stepnicka University of Ostrava, Czech Republic Marcin Szelag Poznan University of Technology, Poland Eiichiro Takahagi Senshu University, Japan Kazuhiro Takeuchi Osaka Electro-Communication University, Japan Xijin Tang CAS Academy of Mathematics and Systems Science, China Yongchuan Tang Zhejiang University, China Khoat Than HanoiUniversityofScienceandTechnology,Vietnam Phantipa Thipwiwatpotjana Chulalongkorn University, Thailand Araki Tomoyuki Hiroshima Institute of Technology, Japan Vicenc Torra University of Skovde, Sweden Dang Hung Tran Hanoi National University of Education, Vietnam Seiki Ubukata Osaka University, Japan Guoyin Wang Chongqing University of Posts and Telecommunications, China Zeshui Xu Sichuan University, China Koichi Yamada Nagaoka University of Technology, Japan Chunlai Zhou Renmin University of China Additional Reviewers Duy-Tai Dinh JAIST, Japan Anh Hoang JAIST, Japan Thanh Phu Nguyen JAIST, Japan Panchalee Praneetpholkrang JAIST, Japan Kwanjira Kaewfak JAIST, Japan Thananut Phiboonbanakit JAIST, Japan Sponsoring Organizations Tateisi Science and Technology Foundation, Japan Office of Naval Research Global (ONRG) Invited Speakers