{"id":"https://openalex.org/W2418993593","doi":"https://doi.org/10.1145/2910896.2910923","title":"Investigating Cluster Stability when Analyzing Transaction Logs","display_name":"Investigating Cluster Stability when Analyzing Transaction Logs","publication_year":2016,"publication_date":"2016-06-10","ids":{"openalex":"https://openalex.org/W2418993593","doi":"https://doi.org/10.1145/2910896.2910923","mag":"2418993593"},"language":"en","primary_location":{"id":"doi:10.1145/2910896.2910923","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2910896.2910923","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 16th ACM/IEEE-CS on Joint Conference on Digital Libraries","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5021156208","display_name":"Daniel Grech","orcid":null},"institutions":[{"id":"https://openalex.org/I91136226","display_name":"University of Sheffield","ror":"https://ror.org/05krs5044","country_code":"GB","type":"education","lineage":["https://openalex.org/I91136226"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Daniel Grech","raw_affiliation_strings":["University of Sheffield, Sheffield, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Sheffield, Sheffield, United Kingdom","institution_ids":["https://openalex.org/I91136226"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011889540","display_name":"Paul Clough","orcid":"https://orcid.org/0000-0003-1739-175X"},"institutions":[{"id":"https://openalex.org/I91136226","display_name":"University of Sheffield","ror":"https://ror.org/05krs5044","country_code":"GB","type":"education","lineage":["https://openalex.org/I91136226"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Paul Clough","raw_affiliation_strings":["University of Sheffield, Sheffield, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Sheffield, Sheffield, United Kingdom","institution_ids":["https://openalex.org/I91136226"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.6634,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.71107531,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"115","last_page":"118"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9959999918937683,"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"}},{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9950000047683716,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/jaccard-index","display_name":"Jaccard index","score":0.8972418308258057},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7732372283935547},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7539007663726807},{"id":"https://openalex.org/keywords/cluster","display_name":"Cluster (spacecraft)","score":0.6978663206100464},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.6635507941246033},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.649607241153717},{"id":"https://openalex.org/keywords/database-transaction","display_name":"Database transaction","score":0.6448613405227661},{"id":"https://openalex.org/keywords/transaction-log","display_name":"Transaction log","score":0.5335849523544312},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5037443041801453},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.28206756711006165},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.22264879941940308}],"concepts":[{"id":"https://openalex.org/C203519979","wikidata":"https://www.wikidata.org/wiki/Q865360","display_name":"Jaccard index","level":3,"score":0.8972418308258057},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7732372283935547},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7539007663726807},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.6978663206100464},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.6635507941246033},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.649607241153717},{"id":"https://openalex.org/C75949130","wikidata":"https://www.wikidata.org/wiki/Q848010","display_name":"Database transaction","level":2,"score":0.6448613405227661},{"id":"https://openalex.org/C2212953","wikidata":"https://www.wikidata.org/wiki/Q948454","display_name":"Transaction log","level":3,"score":0.5335849523544312},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5037443041801453},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.28206756711006165},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.22264879941940308},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/2910896.2910923","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2910896.2910923","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 16th ACM/IEEE-CS on Joint Conference on Digital Libraries","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.whiterose.ac.uk:108416","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306400854","display_name":"White Rose Research Online (University of Leeds, The University of Sheffield, University of York)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2800616092","host_organization_name":"White Rose University Consortium","host_organization_lineage":["https://openalex.org/I2800616092"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Proceedings Paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W122034618","https://openalex.org/W1516452477","https://openalex.org/W1673310716","https://openalex.org/W1972653749","https://openalex.org/W1975409939","https://openalex.org/W1993968931","https://openalex.org/W2030470432","https://openalex.org/W2075451638","https://openalex.org/W2086965792","https://openalex.org/W2099966806","https://openalex.org/W2107838985","https://openalex.org/W2119930118","https://openalex.org/W2121833449","https://openalex.org/W2149159134","https://openalex.org/W2170111518","https://openalex.org/W2466495129","https://openalex.org/W4240348367"],"related_works":["https://openalex.org/W2373786169","https://openalex.org/W1986934249","https://openalex.org/W2119843648","https://openalex.org/W2154958021","https://openalex.org/W1886762453","https://openalex.org/W3124826666","https://openalex.org/W1988072050","https://openalex.org/W3007830508","https://openalex.org/W2274235093","https://openalex.org/W2349862564"],"abstract_inverted_index":{"Data-driven":[0],"approaches":[1],"have":[2],"become":[3],"increasingly":[4],"popular":[5],"as":[6],"a":[7],"means":[8],"for":[9,20],"analyzing":[10],"transaction":[11,97],"logs":[12],"from":[13,100,122],"web":[14],"search":[15,30,109],"engines":[16],"and":[17,31,45,111],"digital":[18],"libraries,":[19],"example":[21],"using":[22,93],"cluster":[23,66,74,90,136],"analysis":[24],"to":[25,39,72,87,140],"identify":[26],"common":[27],"patterns":[28,49],"of":[29,50,96,108,115,118,135],"navigation":[32],"behavior.":[33],"However,":[34,126],"steps":[35],"must":[36],"be":[37,70],"taken":[38],"ensure":[40],"that":[41,60,68,113,129],"results":[42,134],"are":[43],"reliable":[44],"repeatable.":[46],"Although":[47],"clustering":[48,124],"user":[51],"interaction":[52],"behavior":[53],"has":[54,61],"been":[55],"previously":[56],"explored,":[57],"one":[58],"aspect":[59],"received":[62],"less":[63],"attention":[64],"is":[65,138],"stability":[67,81,91,119,137],"can":[69],"used":[71],"aid":[73],"validation.":[75],"In":[76],"this":[77],"paper":[78],"we":[79,127],"compute":[80],"based":[82],"on":[83],"the":[84,89,123,133,143],"Jaccard":[85],"coefficient":[86],"investigate":[88],"when":[92],"different":[94,106],"subsets":[95],"log":[98],"data":[99],"WorldCat.org.":[101],"Results":[102],"provide":[103],"insights":[104],"into":[105],"types":[107],"behaviors":[110],"highlight":[112],"clusters":[114],"varying":[116],"degrees":[117],"will":[120],"result":[121],"process.":[125],"show":[128],"additional":[130],"investigation":[131],"beyond":[132],"required":[139],"fully":[141],"validate":[142],"resulting":[144],"clusters.":[145]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
