Agents and Data Mining Interaction: 8th International Workshop, ADMI 2012, Valencia, Spain, June 4-5, 2012, Revised Selected Papers PDF
Preview Agents and Data Mining Interaction: 8th International Workshop, ADMI 2012, Valencia, Spain, June 4-5, 2012, Revised Selected Papers
Lecture Notes in Artificial Intelligence 7607 Subseries of Lecture Notes in Computer Science LNAISeriesEditors RandyGoebel UniversityofAlberta,Edmonton,Canada YuzuruTanaka HokkaidoUniversity,Sapporo,Japan WolfgangWahlster DFKIandSaarlandUniversity,Saarbrücken,Germany LNAIFoundingSeriesEditor JoergSiekmann DFKIandSaarlandUniversity,Saarbrücken,Germany Longbing Cao Yifeng Zeng Andreas L. Symeonidis Vladimir I. Gorodetsky Philip S.Yu Munindar P. Singh (Eds.) Agents and Data Mining Interaction 8th International Workshop, ADMI 2012 Valencia, Spain, June 4-5, 2012 Revised Selected Papers 1 3 SeriesEditors RandyGoebel,UniversityofAlberta,Edmonton,Canada JörgSiekmann,UniversityofSaarland,Saarbrücken,Germany WolfgangWahlster,DFKIandUniversityofSaarland,Saarbrücken,Germany VolumeEditors LongbingCao,UniversityofTechnology,Sydney,NSW,Australia E-mail:[email protected] YifengZeng,TeessideUniversity,Middlesbrough,UK E-mail:[email protected] AndreasL.Symeonidis AristotleUniversity,Thessaloniki,Greece E-mail:[email protected] VladimirI.Gorodetsky InstituteforInformaticsandAutomation,St.Petersburg,Russia E-mail:[email protected] PhilipS.Yu,UniversityofIllinois,Chicago,IL,USA E-mail:[email protected] MunindarP.Singh,NorthCarolinaStateUniversity,Raleigh,NC,USA E-mail:[email protected] ISSN0302-9743 e-ISSN1611-3349 ISBN978-3-642-36287-3 e-ISBN978-3-642-36288-0 DOI10.1007/978-3-642-36288-0 SpringerHeidelbergDordrechtLondonNewYork LibraryofCongressControlNumber:2012956025 CRSubjectClassification(1998):I.2.11,H.2.8,I.2.6,K.4.4,H.3.4,H.5.3,H.4.3,J.2 LNCSSublibrary:SL7–ArtificialIntelligence ©Springer-VerlagBerlinHeidelberg2013 Thisworkissubjecttocopyright.Allrightsarereserved,whetherthewholeorpartofthematerialis concerned,specificallytherightsoftranslation,reprinting,re-useofillustrations,recitation,broadcasting, reproductiononmicrofilmsorinanyotherway,andstorageindatabanks.Duplicationofthispublication orpartsthereofispermittedonlyundertheprovisionsoftheGermanCopyrightLawofSeptember9,1965, inistcurrentversion,andpermissionforusemustalwaysbeobtainedfromSpringer.Violationsareliable toprosecutionundertheGermanCopyrightLaw. Theuseofgeneraldescriptivenames,registerednames,trademarks,etc.inthispublicationdoesnotimply, evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevantprotectivelaws andregulationsandthereforefreeforgeneraluse. Typesetting:Camera-readybyauthor,dataconversionbyScientificPublishingServices,Chennai,India Printedonacid-freepaper SpringerispartofSpringerScience+BusinessMedia(www.springer.com) Preface We are pleased to present the proceedings of the 2012 International Workshop onAgentsandDataMiningInteraction(ADMI-12),whichwasheldjointlywith AAMAS 2012. Inrecentyears,agentsanddatamining interaction(ADMI,oragentmining) hasemergedasaverypromisingresearchfield.FollowingthesuccessofADMI-06 inHongkong,ADMI-07inSanJose,AIS-ADM-07inStPetersburg,ADMI-08in Sydney, ADMI-09 in Budapest, ADMI-10 in Toronto, and ADMI-11 in Taipei, ADMI-12 provideda premier forumfor sharingresearchand engineeringresults aswellaspotentialchallengesandprospectsencounteredinthecouplingbetween agents and data mining. The ADMI-12 workshop encouraged and promoted theoretical and applied researchand development that aims to: – Exploit agent-enriched data mining and demonstrate how intelligent agent technology can contribute to critical data-mining problems in theory and practice – Improvedatamining-drivenagentsandshowhowdataminingcanstrengthen agent intelligence in researchand practical applications – Exploretheintegrationofagentsanddataminingtowardasuper-intelligent system – Discuss existing results, new problems, challenges, and impacts of the in- tegration of agent and data-mining technologies as applied to highly dis- tributedheterogeneoussystems,includingmobilesystemsoperatinginubiq- uitous and P2P environments; and – Identify challenges and directions for future research and development on the synergy between agents and data mining. The 16 papers accepted by ADMI-12 are from ten countries. ADMI-12 sub- missionscoverareasfromNorthAmerica,Europeto Asia,indicating the boom- ing of agent-mining research globally. The workshop also included two invited talks by distinguished researchersVictor Lesser and Wolfgang Ketter. FollowingADMI-09,thepapersacceptedbyADMI-12havebeenrevisedand publishedas anLNAI proceedingsvolumeby Springer.We appreciateSpringer, in particular Alfred Hofmann, for the continuing publication support. ADMI-12 was sponsoredby the Special InterestGroup: Agent-Mining Inter- action and Integration (AMII-SIG: www.agentmining.org). We appreciate the guidance of the Steering Committee. More information about ADMI-12 is available from the workshop website: http://admi12.agentmining.org/. VI Preface Finally,we appreciatethe contributionsmade by allauthors,ProgramCom- mittee members, invited speakers, panelists, and the AAMAS 2012 workshop local organizers. June 2012 Philip S. Yu Munindar P. Singh Longbing Cao Yifeng Zeng Andreas L. Symeonidis Vladimir Gorodetsky Organization General Chairs Philip S. Yu University of Illinois at Chicago, USA Munindar P. Singh North Carolina State University, USA Workshop Co-chairs Longbing Cao University of Technology Sydney, Australia Yifeng Zeng Teesside University, UK Andreas L. Symeonidis Aristotle University of Thessaloniki,Greece Vladimir Gorodetsky Russian Academy of Sciences, Russia Workshop Organizing Co-chair Xinhua Zhu University of Technology Sydney, Australia Hua Mao Aalborg University, Denmark Program Committee Ahmed Hambaba San Jose State University, USA Ajith Abraham Norwegian University of Science and Technology, Norway Andrea G.B. Tettamanzi University of Milan, Italy Andreas L. Symeonidis Aristotle University of Thessaloniki,Greece Andrzej Skowron Institute of Decision Process Support, Poland Bo An University of Southern California, USA Bo Zhang Tsinghua University, China Daniel Kudenko University of York, UK Daniel Zeng Arizona University, USA David Taniar Monash University, Australia Deborah Richards Macquarie University, Australia Dionysis Kehagias Informatics and Telematics Institute, Greece Eduardo Alonso University of York, UK Eugenio Oliveira University of Porto,Portugal Frans Oliehoek Massachusetts Institute of Technology, USA Gao Cong Nanyang TechnologicalUniversity, Singapore Henry Hexmoor University of Arkansas, USA VIII Organization Ioannis Athanasiadis Democritus University of Thrace, Greece Jason Jung Yeungnam University, Korea Joerg Mueller Technische University Clausthal, German Juan Carlos Cubero University de Granada, Spain Katia Sycara Carnegie Mellon University, USA Kazuhiro Kuwabara Ritsumeikan University, Japan Kim-leng Poh National University of Singapore Leonid Perlovsky AFRL/IFGA, USA Luis Otavio Alvares Universidade Federal do Rio Grande do Sul, Brazil Martin Purvis University of Otago, New Zealand Michal Pechoucek Czech Technical University, Czech Republic Mingyu Guo University of Liverpool, UK Nathan Griffiths University of Warwick, UK Pericles A. Mitkas Aristotle University of Thessaloniki,Greece Ran Wolff Haifa University, Israel Seunghyun Im University of Pittsburgh at Johnstown, USA Stefan Witwicki Instituto Superior T´ecnico, Portugal Sung-Bae Cho Yonsei University, Korea Sviatoslav Braynov University of Illinois at Springfield, USA Tapio Elomaa Tampere University of Technology,Finland Valerie Camps University Paul Sabatier, France Vladimir Gorodetsky SPIIRAS, Russia Wen-Ran Zhang Georgia Southern University, USA William Cheung Hong Kong Baptist University, HK Xudong Luo Sun Yat-sen University, China Yan Wang Macquarie University, Australia Yinghui Pan Jiangxi University of Finance and Economics, China Yingke Chen Aalborg University, Denmark Yves Demazeau CNRS, France Zbigniew Ras University of North Carolina, USA Zili Zhang Deakin University, Australia Zinovi Rabinovich University of Southampton, UK Steering Committee Longbing Cao University of Technology Sydney, Australia (Coordinator) Edmund H. Durfee University of Michigan, USA Vladimir Gorodetsky St. Petersburg Institute for Informatics and Automation, Russia Hillol Kargupta UniversityofMarylandBaltimoreCounty,USA Organization IX Matthias Klusch DFKI, Germany Michael Luck King’s College London, UK Jiming Liu Hong Kong Baptist University, China Pericles A. Mitkas Aristotle University of Thessaloniki,Greece Joerg Mueller Clausthal University of Technology, Germany Ngoc Thanh Nguyen Wroclaw University of Technology, Poland Carles Sierra Artificial Intelligence Research Institute of the Spanish ResearchCouncil, Spain Andreas L. Symeonidis Aristotle University of Thessaloniki,Greece Gerhard Weiss University of Maastricht,The Netherlands Xindong Wu University of Vermont, USA Philip S. Yu University of Illinois at Chicago, USA Chengqi Zhang University of Technology Sydney, Australia Table of Contents Part I: Invited Talks Organizational Control for Data Mining with Large Numbers of Agents ......................................................... 3 Victor Lesser Competitive Benchmarking: Lessons Learned from the Trading Agent Competition..................................................... 4 Wolfgang Ketter Part II: Agents for Data Mining Supporting Agent-Oriented Software Engineering for Data Mining Enhanced Agent Development ..................................... 7 Andreas L. Symeonidis, Panagiotis Toulis, and Pericles A. Mitkas Role-Based Management and Matchmaking in Data-Mining Multi-Agent Systems ............................................. 22 Ondˇrej Kaz´ık and Roman Neruda Incentivizing Cooperation in P2P File Sharing: Indirect Interaction as an Incentive to Seed.............................................. 36 Arman Noroozian, Mathijs de Weerdt, and Cees Witteveen An Agent Collaboration-Based Data Hierarchical Caching Approach for HD Video Surveillance......................................... 51 Wenjia Niu, Xinghua Yang, Gang Li, Endong Tong, Hui Tang, and Song Ci System Modeling of a Smart-Home Healthy Lifestyle Assistant......... 65 Xinhua Zhu, Yaxin Yu, Yuming Ou, Dan Luo, Chengqi Zhang, and Jiahang Chen Part III: Data Mining for Agents An Optimization Approach to Believable Behavior in Computer Games.......................................................... 81 Yifeng Zeng, Hua Mao, Fan Yang, and Jian Luo Discovering Frequent Patterns to Bootstrap Trust.................... 93 Murat Sensoy, Burcu Yilmaz, and Timothy J. Norman XII Table of Contents Subjectivity and Objectivity of Trust............................... 105 Xiangrong Tong, Wei Zhang, Yu Long, and Houkuan Huang KNN-Based Clustering for Improving Social Recommender Systems .... 115 Rong Pan, Peter Dolog, and Guandong Xu A Probabilistic Model Based on Uncertainty for Data Clustering....... 126 Yaxin Yu, Xinhua Zhu, Miao Li, Guoren Wang, and Dan Luo Following Human Mobility Using Tweets............................ 139 Mahdi Azmandian, Karan Singh, Ben Gelsey, Yu-Han Chang, and Rajiv Maheswaran Part IV: Agent Mining Applications Agents and Distributed Data Mining in Smart Space: Challenges and Perspectives..................................................... 153 Vladimir Gorodetsky Agent-Mining of Grid Log-Files: A Case Study ...................... 166 Arjan J.R. Stoter, Simon Dalmolen, and Wico Mulder A Proficient and Dynamic Bidding Agent for Online Auctions ......... 178 Preetinder Kaur, Madhu Goyal, and Jie Lu Trading Strategy Based Portfolio Selection for Actionable Trading Agents ......................................................... 191 Wei Cao, Cheng Wang, and Longbing Cao On the Need of New Methods to Mine Electrodermal Activity in Emotion-CenteredStudies......................................... 203 Rui Henriques, Ana Paiva, and Cla´udia Antunes Author Index.................................................. 217
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