Table Of ContentLecture 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
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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
