{"id":"https://openalex.org/W2025204671","doi":"https://doi.org/10.1002/meet.1450420135","title":"Cross validation of neural network applications for automatic new topic identification","display_name":"Cross validation of neural network applications for automatic new topic identification","publication_year":2005,"publication_date":"2005-01-01","ids":{"openalex":"https://openalex.org/W2025204671","doi":"https://doi.org/10.1002/meet.1450420135","mag":"2025204671"},"language":"en","primary_location":{"id":"doi:10.1002/meet.1450420135","is_oa":true,"landing_page_url":"https://doi.org/10.1002/meet.1450420135","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/meet.1450420135","source":{"id":"https://openalex.org/S4306523999","display_name":"Proceedings of the American Society for Information Science and Technology","issn_l":"1550-8390","issn":["1550-8390","1936-1734"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the American Society for Information Science and Technology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/meet.1450420135","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5026826074","display_name":"H. Cenk \u00d6zmutlu","orcid":"https://orcid.org/0000-0003-2540-9657"},"institutions":[{"id":"https://openalex.org/I131835042","display_name":"Bursa Uluda\u011f \u00dcni\u0307versi\u0307tesi\u0307","ror":"https://ror.org/03tg3eb07","country_code":"TR","type":"education","lineage":["https://openalex.org/I131835042"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"H. Cenk \u00d6zmutlu","raw_affiliation_strings":["Department of Industrial Engineering, Uludag University, Gorukle Kampusu, Bursa, TURKEY Tel: (++90-224) 442\u20138176","Department of Industrial Engineering, Uludag University, Gorukle Kampusu, Bursa, Turkey. Tel: (++90\u2013224) 442\u20138176; Fax: (++90\u2013224) 442\u20138021"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, Uludag University, Gorukle Kampusu, Bursa, TURKEY Tel: (++90-224) 442\u20138176","institution_ids":["https://openalex.org/I131835042"]},{"raw_affiliation_string":"Department of Industrial Engineering, Uludag University, Gorukle Kampusu, Bursa, Turkey. Tel: (++90\u2013224) 442\u20138176; Fax: (++90\u2013224) 442\u20138021","institution_ids":["https://openalex.org/I131835042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079134881","display_name":"Fatih \u00c7avdur","orcid":"https://orcid.org/0000-0001-8054-5606"},"institutions":[{"id":"https://openalex.org/I131835042","display_name":"Bursa Uluda\u011f \u00dcni\u0307versi\u0307tesi\u0307","ror":"https://ror.org/03tg3eb07","country_code":"TR","type":"education","lineage":["https://openalex.org/I131835042"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Fatih \u00c7avdur","raw_affiliation_strings":["Department of Industrial Engineering, Uludag University, Gorukle Kampusu, Bursa, TURKEY Tel: (++90\u2013224) 442\u20138176","Department of Industrial Engineering, Uludag University, Gorukle Kampusu, Bursa, Turkey. Tel: (++90\u2013224) 442\u20138176; Fax: (++90\u2013224) 442\u20138021"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, Uludag University, Gorukle Kampusu, Bursa, TURKEY Tel: (++90\u2013224) 442\u20138176","institution_ids":["https://openalex.org/I131835042"]},{"raw_affiliation_string":"Department of Industrial Engineering, Uludag University, Gorukle Kampusu, Bursa, Turkey. Tel: (++90\u2013224) 442\u20138176; Fax: (++90\u2013224) 442\u20138021","institution_ids":["https://openalex.org/I131835042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108224935","display_name":"Amanda Spink","orcid":null},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Amanda Spink","raw_affiliation_strings":["School of Information Sciences, University of Pittsburgh, 610 IS Building, 135 N. Bellefield Ave, Pittsburgh, PA 15260 Tel: (412) 624\u20139454","School of Information Sciences, University of Pittsburgh, 610 IS Building, 135 N Bellefield Ave, Pittsburgh, PA 15260 Tel: (412) 624-9454 Fax: (412) 648-7001"],"affiliations":[{"raw_affiliation_string":"School of Information Sciences, University of Pittsburgh, 610 IS Building, 135 N. Bellefield Ave, Pittsburgh, PA 15260 Tel: (412) 624\u20139454","institution_ids":["https://openalex.org/I170201317"]},{"raw_affiliation_string":"School of Information Sciences, University of Pittsburgh, 610 IS Building, 135 N Bellefield Ave, Pittsburgh, PA 15260 Tel: (412) 624-9454 Fax: (412) 648-7001","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085125322","display_name":"Seda \u00d6zmutlu","orcid":"https://orcid.org/0000-0002-2744-2744"},"institutions":[{"id":"https://openalex.org/I131835042","display_name":"Bursa Uluda\u011f \u00dcni\u0307versi\u0307tesi\u0307","ror":"https://ror.org/03tg3eb07","country_code":"TR","type":"education","lineage":["https://openalex.org/I131835042"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Seda \u00d6zmutlu","raw_affiliation_strings":["Department of Industrial Engineering, Uludag University, Gorukle Kampusu, Bursa, TURKEY Tel: (++90\u2013224) 442\u20138176","Department of Industrial Engineering, Uludag University, Gorukle Kampusu, Bursa, Turkey. Tel: (++90\u2013224) 442\u20138176; Fax: (++90\u2013224) 442\u20138021"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, Uludag University, Gorukle Kampusu, Bursa, TURKEY Tel: (++90\u2013224) 442\u20138176","institution_ids":["https://openalex.org/I131835042"]},{"raw_affiliation_string":"Department of Industrial Engineering, Uludag University, Gorukle Kampusu, Bursa, Turkey. Tel: (++90\u2013224) 442\u20138176; Fax: (++90\u2013224) 442\u20138021","institution_ids":["https://openalex.org/I131835042"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5026826074","https://openalex.org/A5079134881","https://openalex.org/A5085125322","https://openalex.org/A5108224935"],"corresponding_institution_ids":["https://openalex.org/I131835042","https://openalex.org/I170201317"],"apc_list":null,"apc_paid":null,"fwci":3.3922,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.93191116,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":"42","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12016","display_name":"Web Data Mining and Analysis","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.74518221616745},{"id":"https://openalex.org/keywords/session","display_name":"Session (web analytics)","score":0.7227699756622314},{"id":"https://openalex.org/keywords/search-engine","display_name":"Search engine","score":0.6798219084739685},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6196486353874207},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.5980409979820251},{"id":"https://openalex.org/keywords/search-analytics","display_name":"Search analytics","score":0.5125155448913574},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.5094743371009827},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4786349833011627},{"id":"https://openalex.org/keywords/web-search-engine","display_name":"Web search engine","score":0.4515012800693512},{"id":"https://openalex.org/keywords/sample","display_name":"Sample (material)","score":0.41376838088035583},{"id":"https://openalex.org/keywords/spamdexing","display_name":"Spamdexing","score":0.4137043058872223},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3454498052597046},{"id":"https://openalex.org/keywords/web-search-query","display_name":"Web search query","score":0.2857227623462677},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2548239231109619}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.74518221616745},{"id":"https://openalex.org/C2779182362","wikidata":"https://www.wikidata.org/wiki/Q17126187","display_name":"Session (web analytics)","level":2,"score":0.7227699756622314},{"id":"https://openalex.org/C97854310","wikidata":"https://www.wikidata.org/wiki/Q19541","display_name":"Search engine","level":2,"score":0.6798219084739685},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6196486353874207},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5980409979820251},{"id":"https://openalex.org/C14838553","wikidata":"https://www.wikidata.org/wiki/Q7441639","display_name":"Search analytics","level":4,"score":0.5125155448913574},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.5094743371009827},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4786349833011627},{"id":"https://openalex.org/C521815418","wikidata":"https://www.wikidata.org/wiki/Q4182287","display_name":"Web search engine","level":4,"score":0.4515012800693512},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.41376838088035583},{"id":"https://openalex.org/C13565553","wikidata":"https://www.wikidata.org/wiki/Q804206","display_name":"Spamdexing","level":5,"score":0.4137043058872223},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3454498052597046},{"id":"https://openalex.org/C164120249","wikidata":"https://www.wikidata.org/wiki/Q995982","display_name":"Web search query","level":3,"score":0.2857227623462677},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2548239231109619},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1002/meet.1450420135","is_oa":true,"landing_page_url":"https://doi.org/10.1002/meet.1450420135","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/meet.1450420135","source":{"id":"https://openalex.org/S4306523999","display_name":"Proceedings of the American Society for Information Science and Technology","issn_l":"1550-8390","issn":["1550-8390","1936-1734"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the American Society for Information Science and Technology","raw_type":"journal-article"},{"id":"pmh:oai:eprints.rclis.org:7000","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401228","display_name":"E-LIS Repository (University of Naples Federico II)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I71267560","host_organization_name":"University of Naples Federico II","host_organization_lineage":["https://openalex.org/I71267560"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Conference paper"},{"id":"pmh:oai:hispana.mcu.es:6654588","is_oa":false,"landing_page_url":"https://hispana.mcu.es/es/registros/registro.do?tipoRegistro=MTD&idBib=6654588","pdf_url":null,"source":{"id":"https://openalex.org/S4377196108","display_name":"Hispana","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Paper"}],"best_oa_location":{"id":"doi:10.1002/meet.1450420135","is_oa":true,"landing_page_url":"https://doi.org/10.1002/meet.1450420135","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/meet.1450420135","source":{"id":"https://openalex.org/S4306523999","display_name":"Proceedings of the American Society for Information Science and Technology","issn_l":"1550-8390","issn":["1550-8390","1936-1734"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the American Society for Information Science and Technology","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2025204671.pdf","grobid_xml":"https://content.openalex.org/works/W2025204671.grobid-xml"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W221061316","https://openalex.org/W1972645849","https://openalex.org/W1982889956","https://openalex.org/W1984618701","https://openalex.org/W1992987333","https://openalex.org/W2021331157","https://openalex.org/W2041179002","https://openalex.org/W2042881492","https://openalex.org/W2055949199","https://openalex.org/W2064522604","https://openalex.org/W2096707661","https://openalex.org/W2098526614","https://openalex.org/W2099513082","https://openalex.org/W2124449410","https://openalex.org/W2130848316","https://openalex.org/W2140553565","https://openalex.org/W2154724067","https://openalex.org/W4238430687","https://openalex.org/W4301347335"],"related_works":["https://openalex.org/W2419328283","https://openalex.org/W2131665488","https://openalex.org/W2561589622","https://openalex.org/W2223855511","https://openalex.org/W2185312392","https://openalex.org/W2354327071","https://openalex.org/W2296228743","https://openalex.org/W1970983880","https://openalex.org/W2110614798","https://openalex.org/W1672860847"],"abstract_inverted_index":{"Abstract":[0],"There":[1],"are":[2,94,127],"recent":[3],"studies":[4],"in":[5,12,57,96],"the":[6,44,76,83],"literature":[7],"on":[8,28,116,129],"automatic":[9],"topic\u2010shift":[10,25],"identification":[11,26],"Web":[13],"search":[14,34,60,70,85,119,132],"engine":[15,61,86,120,133],"user":[16,62,121],"sessions;":[17],"however":[18],"most":[19],"of":[20,38,46,68,100],"this":[21,39,97,101],"work":[22],"applied":[23],"their":[24],"algorithms":[27],"data":[29,66,80,134],"logs":[30,67,81],"from":[31,82],"a":[32,58,117,130],"single":[33],"engine.":[35],"The":[36],"purpose":[37],"study":[40,102],"is":[41],"to":[42,52,109],"provide":[43],"cross\u2010validation":[45],"an":[47],"artificial":[48],"neural":[49,77,124],"network":[50],"application":[51],"automatically":[53],"identify":[54,110],"topic":[55,111],"changes":[56],"web":[59],"session":[63,122],"by":[64,90],"using":[65,123],"different":[69,131],"engines":[71],"for":[72],"training":[73],"and":[74,92,113],"testing":[75],"network.":[78],"Sample":[79],"Norwegian":[84],"FAST":[87],"(currently":[88],"owned":[89],"Overture)":[91],"Excite":[93],"used":[95],"study.":[98],"Findings":[99],"suggest":[103],"that":[104,126],"it":[105],"could":[106],"be":[107],"possible":[108],"shifts":[112],"continuations":[114],"successfully":[115],"particular":[118],"networks":[125],"trained":[128],"log.":[135]},"counts_by_year":[],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}