{"id":"https://openalex.org/W1909567488","doi":"https://doi.org/10.1080/23311916.2015.1072292","title":"Efficient constraint-based Sequential Pattern Mining (SPM) algorithm to understand customers\u2019 buying behaviour from time stamp-based sequence dataset","display_name":"Efficient constraint-based Sequential Pattern Mining (SPM) algorithm to understand customers\u2019 buying behaviour from time stamp-based sequence dataset","publication_year":2015,"publication_date":"2015-09-14","ids":{"openalex":"https://openalex.org/W1909567488","doi":"https://doi.org/10.1080/23311916.2015.1072292","mag":"1909567488"},"language":"en","primary_location":{"id":"doi:10.1080/23311916.2015.1072292","doi":"https://doi.org/10.1080/23311916.2015.1072292","is_oa":true,"landing_page_url":"https://doi.org/10.1080/23311916.2015.1072292","pdf_url":null,"source":{"id":"https://openalex.org/S2764513175","display_name":"Cogent Engineering","issn_l":"2331-1916","issn":["2331-1916"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","jufo-1","norway-1","oarl","poland-40","russia-white-list-2"],"host_organization":"https://openalex.org/P4310311767","host_organization_name":"Cogent OA","host_organization_lineage":["https://openalex.org/P4310311767"],"host_organization_lineage_names":["Cogent OA"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cogent Engineering","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1080/23311916.2015.1072292","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5054576092","display_name":"Niti Desai","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I140352217","display_name":"Uka Tarsadia University","ror":"https://ror.org/059xgrv47","country_code":"IN","type":"education","lineage":["https://openalex.org/I140352217"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Niti Ashish Kumar Desai","raw_affiliation_strings":["Department of Computer Engineering, Uka Tarsadia University, Bardoli, Surat, Gujarat, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Uka Tarsadia University, Bardoli, Surat, Gujarat, India","institution_ids":["https://openalex.org/I140352217"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012416914","display_name":"Amit P Ganatra","orcid":"https://orcid.org/0000-0002-9993-9901","observed_orcids":["https://orcid.org/0000-0002-9993-9901"]},"institutions":[{"id":"https://openalex.org/I33459947","display_name":"Charotar University of Science and Technology","ror":"https://ror.org/0442pkv24","country_code":"IN","type":"education","lineage":["https://openalex.org/I33459947"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Amit Ganatra","raw_affiliation_strings":["U and P U. Patel Department of Computer Engineering, Charotar University of Science and Technology, Changa, Anand, Gujarat 388421, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"U and P U. Patel Department of Computer Engineering, Charotar University of Science and Technology, Changa, Anand, Gujarat 388421, India","institution_ids":["https://openalex.org/I33459947"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5054576092"],"corresponding_institution_ids":["https://openalex.org/I140352217"],"apc_list":{"value":950,"currency":"GBP","value_usd":1165},"apc_paid":{"value":950,"currency":"GBP","value_usd":1165},"fwci":0.9422,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.81373623,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":95},"biblio":{"volume":"2","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":1.0,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":1.0,"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/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.0,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/sequential-pattern-mining","display_name":"sequential pattern mining","score":0.9990000128746033},{"id":"https://openalex.org/keywords/constraint-based-mining","display_name":"constraint-based mining","score":0.7039999961853027},{"id":"https://openalex.org/keywords/customer-buying-behaviour","display_name":"customer buying behaviour","score":0.8820000290870667},{"id":"https://openalex.org/keywords/purchase-timing","display_name":"purchase timing","score":0.7179999947547913},{"id":"https://openalex.org/keywords/gap-constraints","display_name":"gap constraints","score":0.7239999771118164}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.720686674118042},{"id":"https://openalex.org/C4438859","wikidata":"https://www.wikidata.org/wiki/Q186117","display_name":"Timeline","level":2,"score":0.6973336338996887},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.6015096306800842},{"id":"https://openalex.org/C129361004","wikidata":"https://www.wikidata.org/wiki/Q2470236","display_name":"Profitability index","level":2,"score":0.5596573948860168},{"id":"https://openalex.org/C42525527","wikidata":"https://www.wikidata.org/wiki/Q1209955","display_name":"Formative assessment","level":2,"score":0.5331107378005981},{"id":"https://openalex.org/C149490388","wikidata":"https://www.wikidata.org/wiki/Q1718507","display_name":"Sequential Pattern Mining","level":2,"score":0.5138778686523438},{"id":"https://openalex.org/C113954288","wikidata":"https://www.wikidata.org/wiki/Q186885","display_name":"Timestamp","level":2,"score":0.48402637243270874},{"id":"https://openalex.org/C18648836","wikidata":"https://www.wikidata.org/wiki/Q381892","display_name":"Compact space","level":2,"score":0.460330605506897},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.43565040826797485},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4237530529499054},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.41074126958847046},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3567556142807007},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3202613592147827},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.11972716450691223},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.11526942253112793},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11483901739120483},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10856151580810547},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","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/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/23311916.2015.1072292","doi":"https://doi.org/10.1080/23311916.2015.1072292","is_oa":true,"landing_page_url":"https://doi.org/10.1080/23311916.2015.1072292","pdf_url":null,"source":{"id":"https://openalex.org/S2764513175","display_name":"Cogent Engineering","issn_l":"2331-1916","issn":["2331-1916"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","jufo-1","norway-1","oarl","poland-40","russia-white-list-2"],"host_organization":"https://openalex.org/P4310311767","host_organization_name":"Cogent OA","host_organization_lineage":["https://openalex.org/P4310311767"],"host_organization_lineage_names":["Cogent OA"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cogent Engineering","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:04113cc417eb498298602b53bc2753cd","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/04113cc417eb498298602b53bc2753cd","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Cogent Engineering, Vol 2, Iss 1 (2015)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1080/23311916.2015.1072292","doi":"https://doi.org/10.1080/23311916.2015.1072292","is_oa":true,"landing_page_url":"https://doi.org/10.1080/23311916.2015.1072292","pdf_url":null,"source":{"id":"https://openalex.org/S2764513175","display_name":"Cogent Engineering","issn_l":"2331-1916","issn":["2331-1916"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","jufo-1","norway-1","oarl","poland-40","russia-white-list-2"],"host_organization":"https://openalex.org/P4310311767","host_organization_name":"Cogent OA","host_organization_lineage":["https://openalex.org/P4310311767"],"host_organization_lineage_names":["Cogent OA"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cogent Engineering","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W74439177","https://openalex.org/W1483277833","https://openalex.org/W1484413656","https://openalex.org/W1506285740","https://openalex.org/W1534608649","https://openalex.org/W1548986531","https://openalex.org/W1608194207","https://openalex.org/W1641039719","https://openalex.org/W1990800901","https://openalex.org/W1996926811","https://openalex.org/W2011799606","https://openalex.org/W2019496850","https://openalex.org/W2052496634","https://openalex.org/W2064853889","https://openalex.org/W2068383400","https://openalex.org/W2093826060","https://openalex.org/W2100719534","https://openalex.org/W2103688579","https://openalex.org/W2147694185","https://openalex.org/W2153028052","https://openalex.org/W2156187568","https://openalex.org/W2158454296","https://openalex.org/W2168877816","https://openalex.org/W2185064624","https://openalex.org/W3108172628","https://openalex.org/W4230044690","https://openalex.org/W4244854391"],"related_works":["https://openalex.org/W7096927781","https://openalex.org/W2059377573","https://openalex.org/W2184066115","https://openalex.org/W2049208181","https://openalex.org/W1677594097","https://openalex.org/W2186527519","https://openalex.org/W7095993439","https://openalex.org/W2377315183","https://openalex.org/W2519059231","https://openalex.org/W7100039239"],"abstract_inverted_index":{"Business":[0],"Strategies":[1],"are":[2,154],"formulated":[3],"based":[4,125],"on":[5,50,86,126,180],"an":[6,33],"understanding":[7],"of":[8,14,53,57,64,100,103,107,121,142,167,193],"customer":[9,19,37,194],"needs.":[10],"This":[11,28,47],"requires":[12],"development":[13,120],"a":[15,117,122],"strategy":[16],"to":[17,44,66,149,177,189],"understand":[18,190],"behaviour":[20,192],"and":[21,26,39,69,135,165],"buying":[22,191],"patterns,":[23,105,110],"both":[24],"current":[25],"future.":[27],"involves":[29],"understanding,":[30],"first":[31],"how":[32,181],"organization":[34],"currently":[35],"understands":[36],"needs":[38],"second":[40],"predicting":[41],"future":[42],"trends":[43],"drive":[45],"growth.":[46],"article":[48,174],"focuses":[49],"purchase":[51,58,171],"trend":[52],"customer,":[54],"where":[55],"timing":[56],"is":[59,146,187,196],"more":[60,92],"important":[61],"than":[62],"association":[63],"item":[65,112],"be":[67,72],"purchased,":[68],"which":[70,195],"can":[71],"found":[73],"out":[74],"with":[75,138],"Sequential":[76],"Pattern":[77],"Mining":[78],"(SPM)":[79],"methods.":[80],"Conventional":[81],"SPM":[82,123],"algorithms":[83],"worked":[84],"purely":[85],"frequency":[87],"identifying":[88],"patterns":[89,153],"that":[90,151],"were":[91],"frequent":[93],"but":[94],"suffering":[95],"from":[96],"challenges":[97],"like":[98,129],"generation":[99],"huge":[101],"number":[102],"uninteresting":[104],"lack":[106],"user\u2019s":[108],"interested":[109],"rare":[111],"problem,":[113],"etc.":[114],"Article":[115],"attempts":[116,176],"solution":[118],"through":[119],"algorithm":[124,186],"various":[127],"constraints":[128,145],"Gap,":[130],"Compactness,":[131],"Item,":[132],"Recency,":[133],"Profitability":[134],"Length":[136],"along":[137],"Frequency":[139],"constraint.":[140],"Incorporation":[141],"six":[143],"additional":[144],"as":[147],"well":[148],"ensure":[150],"all":[152],"recently":[155],"active":[156,158],"(Recency),":[157],"for":[159,170],"certain":[160],"time":[161],"span":[162],"(Compactness),":[163],"profitable":[164],"indicative":[166],"next":[168],"timeline":[169],"(Length\u2015Item\u2015Gap).":[172],"The":[173],"also":[175],"throw":[178],"light":[179],"proposed":[182],"Constraint-based":[183],"Prefix":[184],"Span":[185],"helpful":[188],"in":[197],"formative":[198],"stage.":[199]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2026-10-30T12:39:25.321706","created_date":"2016-06-24T00:00:00"}
