{"refrec":{"BRefID":107223,"RR":"<b>Zhuang, W.; Zhang, Y.; Grassle, J.F.</b> (2007). Identifying erroneous data using outlier detection techniques, <b><i>in</i></b>: Vanden Berghe, E. <i>et al.</i> (Ed.) <i>Proceedings Ocean Biodiversity Informatics: International Conference on Marine Biodiversity Data Management, Hamburg, Germany 29 November to 1 December, 2004. VLIZ Special Publication,</i> 37: pp. 187-192","BEntID":102063,"PublicFlag":1,"CheckedFlag":0,"wosflag":null,"vabbflag":null,"RefStringPartII":", <b><i>in</i></b>: Vanden Berghe, E. <i>et al.</i> <i>Proceedings Ocean Biodiversity Informatics: International Conference on Marine Biodiversity Data Management, Hamburg, Germany 29 November to 1 December, 2004. VLIZ Special Publication,</i> 37: pp. 187-192","DocTypID":17,"DocType":"Book chapters","MarineFlag":1,"FreshFlag":0,"BrackishFlag":0,"TerrestrialFlag":0,"Authorstring":"Zhuang, W.; Zhang, Y.; Grassle, J.F.","OrigTitleTranslFlag":0,"Authorstringtrunc":"Zhuang, W.; Zhang, Y.; Grassle, J.F.","Englishabstract":"Common data quality problems observed in OBIS are described.  BSCAN, a density-based clustering algorithm for large spatial data bases is employed to identify  geographical outliers in federated data from a public Web service on the OBIS Portal. The algorithm is shown to be effective and efficient for this purpose. The relationship between outliers and erroneous data points are discussed and the future plan to develop an operational data quality checking tool based on this algorithm is discussed.","AbstractOtherLang":null,"BibLvlCode":"AMS","StandardTitle":"Identifying erroneous data using outlier detection techniques","OrigTitleLangCode":"en","OrigTitleLangCodeExtended":"eng","OrigTitleLangID":15,"DateLastModified":{"date":"2024-12-10 01:33:17.368041","timezone_type":1,"timezone":"+01:00"},"UserAccessRight":null,"UserAccID":null,"AuthorKeywords":null,"OtherDescriptors":null,"Notes":null,"AnaPub":2007,"MonPub":null,"DateUpdate":"2008-11-26","DateCreate":"2007-01-31","SecASFANote":null,"ConfID":null,"PeerRev":0,"VlizCoreFlag":1,"WoScode":null,"VABBcode":null,"OpenAcc":1},"refs":null,"anarec":{"AnaID":107223,"PubliDate":2007,"Pagination":"187-192","XtraPublOfAnaID":null,"ISBN":null,"Volume":"37","Issue":null,"BRefMon":107192,"BRefMonRR":"<b>Vanden Berghe, E. <i>et al.</i></b> (2007). Proceedings Ocean Biodiversity Informatics: International Conference on Marine Biodiversity Data Management, Hamburg, Germany 29 November to 1 December, 2004. <i>VLIZ Special Publication</i>, 37. <i>IOC Workshop Report</i>, 202. VI, 192 pp.","BRefXtra":null,"BRefXtraRR":null,"SerBRefID":17762,"SerRR":"VLIZ Special Publication. Vlaams Instituut voor de Zee (VLIZ): Oostende.  ISSN 1377-0950","StandardTitleSer":"VLIZ Special Publication","ISSN":"1377-0950","AbbrevSer":"VLIZ Spec. Publ.","StandardTitleMon":"Proceedings Ocean Biodiversity Informatics: International Conference on Marine Biodiversity Data Management, Hamburg, Germany 29 November to 1 December, 2004","StartPage":187,"Pages":6,"ToPubliDate":null,"BRefBibLvlCode":"MS","SerNotes":null,"AutString":"Vanden Berghe, E. <i>et al.</i>"},"monrec":null,"serrec":null,"relations":null,"relationsRev":null,"addrec":null,"othpubs":null,"ownerships":null,"authors":[{"AutName":"Zhuang","Firstname":"Wei","Initials":"W.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":102063,"AutID":71407,"OrderNr":1,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Zhang","Firstname":"Yunqing","Initials":"Y.","Affiliation":null,"Discriminator":"Yunqing","CorporateFlag":0,"BEntID":102063,"AutID":32203,"OrderNr":2,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Grassle","Firstname":"J. Frederick","Initials":"J.F.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":102063,"AutID":8774,"OrderNr":3,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":3034,"InsID":null}],"mapdetails":null,"datasets":null,"monographs":null,"monparts":null,"serparts":null,"BEntOpen":null,"BEntPrivate":null,"availability":[{"BInstID":115076,"LibID":36,"BRefID":107223,"EmbargoDate":null,"FullEmbargoDate":null,"PhysMedID":16,"hasOCRd":1,"ShelfLocCode":"115076","RFID":null,"PaidValue":null,"Medium":"Server","Description":"VLIZ Open Access","Acronym":"VLIZ","Library":"Vlaams Instituut voor de Zee","DutchTerm":"Open access","URL":null,"ClassifID":53,"Classification":"Open access","ReqLink":null,"ClassifTypID":1,"URLLocation":"https://www.vliz.be/imisdocs/publications/","SubDir":null,"InternalReq":0,"LoggedInReq":0,"Disclaimer":null,"DutchDisclaimer":null,"FileFormat":".pdf","FileDescr":"pdf","InsPub":1,"InsID":36,"FileFormID":6,"LendableFlag":1,"PublicFlag":1,"orderLib":"A","Notes":null,"AccConID":null,"AccessConstraint":null,"LicURL":null}],"litstyles":[{"LitStyID":3,"Style":"Conference paper"}],"thespers":null,"arch2discl":null,"SERpubls":null,"MONpubls":[{"PublName":"VLIZ","Place":"Paris"},{"PublName":"UNESCO/IOC","Place":"Paris"},{"PublName":"BSH","Place":"Paris"}],"pictures":[],"thestermsPath":[{"ThesaurusTerm":"Clustering","ThestID":111141,"Acronym":"CAB","ThesTermPath":"Behaviour > Social behaviour > Heat regulation > Animal behaviour > Clustering"},{"ThesaurusTerm":"Clustering","ThestID":62987,"Acronym":"CSA","ThesTermPath":"Clustering"},{"ThesaurusTerm":"Quality control","ThestID":6650,"Acronym":"ASFA","ThesTermPath":"Control > Quality control"},{"ThesaurusTerm":"Data","ThestID":2086,"Acronym":"ASFA","ThesTermPath":"Data"},{"ThesaurusTerm":"Quality assurance","ThestID":6649,"Acronym":"ASFA","ThesTermPath":"Quality assurance"}],"thestermsASFA":[{"ThesaurusTerm":"Clustering"},{"ThesaurusTerm":"Clustering"},{"ThesaurusTerm":"Data"},{"ThesaurusTerm":"Quality assurance"},{"ThesaurusTerm":"Quality control"}],"taxtermsASFA":null,"geotermsASFA":null,"collections":[{"Collection":"Marine Biodiversity and Ecosystem Functioning","ShortName":"marbef"}],"conf":null,"proj":null,"Physdatasets":null,"spcols":{"285":{"SpName":"MarBEF Publication Series","SpColID":285,"ParSpColID":38,"TopParID":38,"ShortName":"mps","URLLocation":null,"LibID":null,"OpenRepoFlag":null,"SpTypID":null,"TopParIDNotWebsite":38,"SpColPath":"marbef/mps"},"38":{"SpName":"Marine Biodiversity and Ecosystem Functioning","SpColID":38,"ParSpColID":null,"TopParID":null,"ShortName":"marbef","URLLocation":null,"LibID":null,"OpenRepoFlag":null,"SpTypID":null,"TopParIDNotWebsite":null,"SpColPath":"marbef"},"880":{"SpName":"OBIS-cited publications","SpColID":880,"ParSpColID":null,"TopParID":null,"ShortName":"OBIS-cited publications","URLLocation":null,"LibID":36,"OpenRepoFlag":null,"SpTypID":null,"TopParIDNotWebsite":null,"SpColPath":"OBIS-cited publications"},"284":{"SpName":"OpenDocs:MarBEF","SpColID":284,"ParSpColID":38,"TopParID":38,"ShortName":"MOA","URLLocation":null,"LibID":36,"OpenRepoFlag":1,"SpTypID":null,"TopParIDNotWebsite":38,"SpColPath":"marbef/MOA"}},"doi":null,"publs":null,"serparttypes":null,"monauthors":[{"AutName":"Vanden Berghe","Initials":"E.","CorporateFlag":0,"BEntID":102036,"AutID":144476,"OrderNr":1,"DegrID":null,"EditorFlag":1,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"AutStrTrunc":"Vanden Berghe, E. <i>et al.</i>"},{"AutName":"Appeltans","Initials":"W.","CorporateFlag":0,"BEntID":102036,"AutID":145268,"OrderNr":2,"DegrID":null,"EditorFlag":1,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"AutStrTrunc":"Vanden Berghe, E. <i>et al.</i>"},{"AutName":"Costello","Initials":"M.J.","CorporateFlag":0,"BEntID":102036,"AutID":8796,"OrderNr":3,"DegrID":null,"EditorFlag":1,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"AutStrTrunc":"Vanden Berghe, E. <i>et al.</i>"},{"AutName":"Pissierssens","Initials":"P.","CorporateFlag":0,"BEntID":102036,"AutID":758,"OrderNr":4,"DegrID":null,"EditorFlag":1,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"AutStrTrunc":"Vanden Berghe, E. <i>et al.</i>"}],"MParts":null,"SParts":null,"hLibs":null,"langs":[{"BEntID":102063,"AbstractFlag":-1,"LangID":15,"LangCode":"en","Lang":"English","DutchTerm":"Engels","LangCodeExtended":"eng"},{"BEntID":102063,"AbstractFlag":0,"LangID":15,"LangCode":"en","Lang":"English","DutchTerm":"Engels","LangCodeExtended":"eng"}],"urls":null,"thesterms":[{"ThesaurusTerm":"Clustering","ThestID":62987,"Acronym":"CSA","ThesTypID":2,"ThesType":"CSA Technology Research Database Master Thesaurus"},{"ThesaurusTerm":"Clustering","ThestID":111141,"Acronym":"CAB","ThesTypID":4,"ThesType":"CAB Thesaurus"},{"ThesaurusTerm":"Data","ThestID":2086,"Acronym":"ASFA","ThesTypID":1,"ThesType":"ASFA Thesaurus List"},{"ThesaurusTerm":"Quality assurance","ThestID":6649,"Acronym":"ASFA","ThesTypID":1,"ThesType":"ASFA Thesaurus List"},{"ThesaurusTerm":"Quality control","ThestID":6650,"Acronym":"ASFA","ThesTypID":1,"ThesType":"ASFA Thesaurus List"}],"taxterms":null,"geoterms":null,"othterms":[{"OtherTerm":"Data quality solving","OthtID":16378}],"asfacodes":null,"asfa2codes":null,"thestermsFRIS":[{"ThesaurusTerm":"Clustering","DutchTerm":null,"ThestID":62987,"Acronym":"CSA","ThesTypID":2,"ThesType":"CSA Technology Research Database Master Thesaurus"},{"ThesaurusTerm":"Clustering","DutchTerm":null,"ThestID":111141,"Acronym":"CAB","ThesTypID":4,"ThesType":"CAB Thesaurus"},{"ThesaurusTerm":"Data","DutchTerm":"Data","ThestID":2086,"Acronym":"ASFA","ThesTypID":1,"ThesType":"ASFA Thesaurus List"},{"ThesaurusTerm":"Quality assurance","DutchTerm":null,"ThestID":6649,"Acronym":"ASFA","ThesTypID":1,"ThesType":"ASFA Thesaurus List"},{"ThesaurusTerm":"Quality control","DutchTerm":"Kwaliteitszorg; Kwaliteitsbeheersing","ThestID":6650,"Acronym":"ASFA","ThesTypID":1,"ThesType":"ASFA Thesaurus List"}],"taxtermsFRIS":null,"geotermsFRIS":null,"othtermsFRIS":[{"OtherTerm":"Data quality solving","DutchTerm":null,"OthtID":16378}],"resmessage":"","complete":1,"sessions":{"newSesName":"Chisala, Chilekwa, C.","newSesDate":{"date":"2007-01-31 09:08:22.487000","timezone_type":3,"timezone":"Europe/Brussels"},"updSesName":"Haspeslagh, Jan, J.","updSesDate":{"date":"2008-11-26 14:58:40.317000","timezone_type":3,"timezone":"Europe/Brussels"}}}
