New Frontiers in Applied Data Mining: PAKDD 2009 International Workshops, Bangkok, Thailand, April 27-30, 2009. Revised Selected Papers PDF
Preview New Frontiers in Applied Data Mining: PAKDD 2009 International Workshops, Bangkok, Thailand, April 27-30, 2009. Revised Selected Papers
Lecture Notes in Artificial Intelligence 5669 EditedbyR.Goebel,J.Siekmann,andW.Wahlster Subseries of Lecture Notes in Computer Science Thanaruk Theeramunkong Cholwich Nattee Paulo J.L. Adeodato Nitesh Chawla Peter Christen Philippe Lenca Josiah Poon Graham Williams (Eds.) New Frontiers in Applied Data Mining PAKDD 2009 International Workshops Bangkok, Thailand, April 27-30, 2009 Revised Selected Papers 1 3 SeriesEditors RandyGoebel,UniversityofAlberta,Edmonton,Canada JörgSiekmann,UniversityofSaarland,Saarbrücken,Germany WolfgangWahlster,DFKIandUniversityofSaarland,Saarbrücken,Germany VolumeEditors ThanarukTheeramunkong,E-mail:[email protected] CholwichNattee,E-mail:[email protected] PauloJ.L.Adeodato,E-mail:[email protected] NiteshV.Chawla,E-mail:[email protected] PeterChristen,E-mail:[email protected] PhilippeLenca,E-mail:[email protected] JosiahPoon,E-mail:[email protected] GrahamWilliams,E-mail:[email protected] LibraryofCongressControlNumber:2010931089 CRSubjectClassification(1998):I.2,H.3,H.4,H.2.8,J.1,I.4 LNCSSublibrary:SL7–ArtificialIntelligence ISSN 0302-9743 ISBN-10 3-642-14639-2SpringerBerlinHeidelbergNewYork ISBN-13 978-3-642-14639-8SpringerBerlinHeidelbergNewYork Thisworkissubjecttocopyright.Allrightsarereserved,whetherthewholeorpartofthematerialis concerned,specificallytherightsoftranslation,reprinting,re-useofillustrations,recitation,broadcasting, reproductiononmicrofilmsorinanyotherway,andstorageindatabanks.Duplicationofthispublication orpartsthereofispermittedonlyundertheprovisionsoftheGermanCopyrightLawofSeptember9,1965, initscurrentversion,andpermissionforusemustalwaysbeobtainedfromSpringer.Violationsareliable toprosecutionundertheGermanCopyrightLaw. springer.com ©Springer-VerlagBerlinHeidelberg2010 PrintedinGermany Typesetting:Camera-readybyauthor,dataconversionbyScientificPublishingServices,Chennai,India Printedonacid-freepaper 06/3180 ICEC 2009 Nitesh Chawla Nathalie Japkowicz Zhi-Hua Zhou QIMIE 2009 Stéphane Lallich Philippe Lenca AIBDM 2009 Junbin Gao Paul Kwan Josiah Poon Simon Poon OSDM 2009 Peter Christen GrahamWilliams PAKDD Thai Track 2009 Thanaruk Theeramunkong Cholwich Nattee Boonserm Kijsirikul ChotiratAnn Ratanamahatana PAKDD 2009WorkshopArrangement Chair Manabu Okumura Bernhard Pfahringe PAKDD 2009 Data Mining Competition Paulo J. L.Adeodato Preface Five high-quality workshops were held at the 13th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2009) in Bangkok, Thailand during April 27-30, 2009. There were 17, 6, 9, 4 and 5 accepted papers to be presentedatthe PacificAsiaWorkshoponIntelligence andSecurity Informatics (PAISI 2009),the workshoponAdvances andIssuesinBiomedicalData Mining (AIBDM 2009), the workshop on Data Mining with Imbalanced Classes and ErrorCost(ICEC2009),the workshoponOpenSourceinDataMining(OSDM 2009), and the workshop on Quality Issues, Measures of Interestingness and Evaluation of Data Mining Models (QIMIE 2009). One competition, PAKDD 2009 Data Mining Competition, and one local workshop, Thai Track Session, were arranged. From these workshops (except PAISI which published its works in separate LNCS proceedings), we selected two or three best papers for this LNCS publication. PAKDD is a major international conference in the areas of data mining (DM) and knowledge discovery in database (KDD). It provides an internationalforumforresearchersandindustrypractitionerstosharetheirnew ideas, original research results and practical development experiences from all KDD-related areas including data mining, data warehousing, machine learning, databases, statistics, knowledge acquisition and automatic scientific discovery, data visualization, causal induction and knowledge-based systems. Ingeneral,wewishtothankourGeneralWorkshopCo-chairs,ManabuOku- mura and Bernhard Pfahringe, for selecting and coordinating the great work- shops.WewouldliketothankJunbinGao(CharlesSturtUniversity),PaulKwan (UniversityofNewEngland,Australia),JosiahPoon(UniversityofSydney),and Simon Poon(University of Sydney), for their arrangementof AIBDM 2009.We thank our ICEC 2009ProgramCommittee, Nitesh Chawla (University of Notre Dame),NathalieJapkowicz(UniversityofOttawa),andZhi-HuaZhou(Nanjing University). We appreciate the OSDM Workshop Committee, Peter Christen (The Australian National University), and Graham Williams (Togaware, Aus- tralia)for his good arrangementworkat the OSDM 2009.We also thank to the QIMIECommittee, Philippe Lenca andStephane Lallich,for their arrangement of QIMIE 2009. We thank the PAKDD 2009 Data Mining Competition Com- mittee, led by Paulo J. L. Adeodato. Three excellent papers were selected from the PAKDD 2009 Thai Track Session to be published in this LNCS volume. ThePAKDD2009workshopswouldnothavebeensuccessfulwithoutthesup- port of Program Committee members, reviewers, workshop organizers, invited speakers,organizingstaff,andsupportingorganizations.Lastbutnotleast,spe- ciallythankstoourOrganizingCommitteemembers,includingKINDlaboratory at SIIT, Thammasat University, Nattapong Tongtep, Juniar Ganis, Peerasak Intarapaiboon,JakkritTeCho, Nichnan Kittiphattanabawon,Piya Limcharoen, forthepublicationofthePAKDDWorkshopsproceedingsintheseriesofLecture VIII Preface Notes in Computer Science, and to Wirat Chinnan and Swit Phuvipadawatfor their support of the PAKDD 2009 conference and workshop website. While the arrangement of the PAKDD 2009 conference and workshop involved so many people,wewouldliketoextendanadditionalthankyoutothecontributorswho helped with the PAKDD 2009 conference and workshop but their names may not be listed. We greatly appreciate the support from various institutions. The confer- ence was organized by the Sirindhorn International Institute of Technology (SIIT), Thammasat University (TU) and co-organized by the Department of ComputerEngineering,FacultyofEngineering,ChulalongkornUniversity(CU), and Asian Institute of Technology (AIT). It was sponsored by the National Electronics and Computer Technology Center (NECTEC, Thailand), the Thai- land Convention and Exhibition Bureau (TCEB), and the Air Force Office of Scientific Research/Asian Office of Aerospace Research and Development (AFOSR/AOARD). Finally, we wish to thank all authors and all conference participants for their contribution and support. March 2010 Thanaruk Theeramunkong Cholwich Nattee Josiah Poon Nitesh Chawla Philippe Lenca Peter Christen Graham Williams Paulo J. L. Adeodato Organization General Workshop Chair Manabu Okumura Tokyo Institute of Technology, Japan Bernhard Pfahringe University of Waikato, New Zealand Data Mining When Classes Are Imbalanced and Errors Have Costs (ICEC 2009) Organizing Committee Nitesh Chawla University of Notre Dame, USA Nathalie Japkowicz University of Ottawa, Canada Zhi-Hua Zhou Nanjing University, China Publication and Web Chair David Cieslak University of Notre Dame, USA Program Committee Gustavo Batista University of Sao Paulo, Brazil Sanjay Chawla University of Sydney, Australia David Cieslak University of Notre Dame, USA Chris Drummond National Research Council, Canada Seyda Ertekin Penn State University, USA George Forman HP Labs, USA Robert Holte University of Alberta, Canada W. Philip Kegelmeyer Sandia National Labs, USA Taghi M. Khoshgoftaar Florida Atlantic University, USA Alek Kolcz Microsoft Research, USA Miroslav Kubat University of Miami, USA Charles Ling University of Waterloo, Canada Xu-Ying Liu Nanjing University, China Dragos Margineantu Boeing Phantom Works, USA Stan Matwin University of Ottawa, Canada Yuchun Tang McAfee, Inc. Gary Weiss Fordham University, USA X Organization Quality Issues, Measures of Interestingness and Evaluation of Data Mining Models (QIMIE 2009) Organizing Committee St´ephane Lallich ERIC Universit Lyon 2, France Philippe Lenca Lab-STICC TELECOM Bretagne, France Program Committee Hidenao Abe Japan J´erˆome Az´e France Jos´e L., Balc´azar Spain Bruno Cr´emilleux France Sven Crone UK Jean Diatta La R´eunion Thanh-Nghi Do Vietnam Salvatore Gr´eco Italy Fabrice Guillet France Michael Hahsler USA Howard Hamilton Canada Martin Holena Czech Republic St´ephane Lallich France Ludovic Lebart France Philippe Lenca France Ming Li China Patrick Meyer France Annie Morin France David Olson USA Jan Rauch Czech Republic Gilbert Ritschard Switzerland Wanchai Rivepiboon Thailand Gilbert Saporta France Roman Slowinski Poland Robert Stahlbock Germany Athasit Surarerks Thailand Shusaku Tsumoto Japan Kitsana Waiyamai Thailand Dianhui Wang Australia Louis Wehenkel Belgium Gary Weiss USA Takahira Yamaguchi Japan Min-Ling Zhang China Djamel Zighed France Organization XI Advances and Issues in Biomedical Data Mining (AIBDM 2009) Organizing Committee Junbin Gao Charles Sturt University, Australia Paul Kwan University of New England, Australia Josiah Poon University of Sydney, Australia Simon Poon University of Sydney, Australia Program Committee Rafael Calvo University of Sydney, Australia Peter Christen Australian National University, Australia Dao-qing Dai Sun Yat-Sen (Zhongshan) University, China Kin Fun Li University of Victoria, Canada Steve Gunn University of Southampton, UK David Hansen CSIRO, Australia Irena Koprinska University of Sydney, Australia Ong Kok Leong Deakin University, Australia Wenyuan Li University of Southern California, USA Christine O’Keefe CSIRO, Australia Georg Peters University of Applied Sciences Muenchen, Germany Daming Shi Nanyang TechnologicalUniversity, Singapore Chunhua Weng Columbia University, USA Jun Zhang Huazhong University of Science and Technology, China The First Open Source in Data Mining Workshop (OSDM 2009) Organizing Committee Peter Christen The Australian National University, Australia Graham Williams Togaware,Australia Program Committee Rohan Baxter The Australian Taxation Office, Australia Michael Berthold University of Konstanz, Germany Christian Borgelt European Center for Soft Computing, Spain Janez Demsar University of Ljubljana, Slovenia Eibe Frank University of Waikato, New Zealand Mark Hall Pentaho, New Zealand Joshua Huang The University of Hong Kong, Hong Kong Bernhard Pfahringer University of Waikato, New Zealand Blaz Zupan University of Ljubljana, Slovenia Yunming Ye Harbin Institute of Technology, China
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