{"id":"https://openalex.org/W4393253202","doi":"https://doi.org/10.1109/tem.2024.3382727","title":"Data-Driven Project Planning: An Integrated Network Learning, Process Mining, and Constraint Relaxation Approach in Favor of Scheduling Recurring Projects","display_name":"Data-Driven Project Planning: An Integrated Network Learning, Process Mining, and Constraint Relaxation Approach in Favor of Scheduling Recurring Projects","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4393253202","doi":"https://doi.org/10.1109/tem.2024.3382727"},"language":"en","primary_location":{"id":"doi:10.1109/tem.2024.3382727","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tem.2024.3382727","pdf_url":null,"source":{"id":"https://openalex.org/S154533451","display_name":"IEEE Transactions on Engineering Management","issn_l":"0018-9391","issn":["0018-9391","1558-0040"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Engineering Management","raw_type":"journal-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/A5041097802","display_name":"Izack Cohen","orcid":"https://orcid.org/0000-0002-6775-3256"},"institutions":[{"id":"https://openalex.org/I13955877","display_name":"Bar-Ilan University","ror":"https://ror.org/03kgsv495","country_code":"IL","type":"education","lineage":["https://openalex.org/I13955877"]}],"countries":["IL"],"is_corresponding":true,"raw_author_name":"Izack Cohen","raw_affiliation_strings":["Faculty of Engineering, Bar-Ilan University, Ramat Gan, Israel"],"raw_orcid":"https://orcid.org/0000-0002-6775-3256","affiliations":[{"raw_affiliation_string":"Faculty of Engineering, Bar-Ilan University, Ramat Gan, Israel","institution_ids":["https://openalex.org/I13955877"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5041097802"],"corresponding_institution_ids":["https://openalex.org/I13955877"],"apc_list":null,"apc_paid":null,"fwci":0.9883,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.79691195,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"71","issue":null,"first_page":"7719","last_page":"7729"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9559000134468079,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9559000134468079,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.9433000087738037,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10430","display_name":"Software Engineering Techniques and Practices","score":0.9329000115394592,"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/scheduling","display_name":"Scheduling (production processes)","score":0.5834773182868958},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5605742931365967},{"id":"https://openalex.org/keywords/automated-planning-and-scheduling","display_name":"Automated planning and scheduling","score":0.5256244540214539},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4512070119380951},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.4304617941379547},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.3302537202835083},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.28735482692718506},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.28176581859588623},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.1404864490032196}],"concepts":[{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5834773182868958},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5605742931365967},{"id":"https://openalex.org/C114073186","wikidata":"https://www.wikidata.org/wiki/Q2631895","display_name":"Automated planning and scheduling","level":2,"score":0.5256244540214539},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4512070119380951},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.4304617941379547},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.3302537202835083},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28735482692718506},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.28176581859588623},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.1404864490032196},{"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tem.2024.3382727","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tem.2024.3382727","pdf_url":null,"source":{"id":"https://openalex.org/S154533451","display_name":"IEEE Transactions on Engineering Management","issn_l":"0018-9391","issn":["0018-9391","1558-0040"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Engineering Management","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.4399999976158142}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W432429310","https://openalex.org/W1497007062","https://openalex.org/W1943545449","https://openalex.org/W2017349948","https://openalex.org/W2038345112","https://openalex.org/W2059170763","https://openalex.org/W2061485569","https://openalex.org/W2077371113","https://openalex.org/W2079130378","https://openalex.org/W2094385143","https://openalex.org/W2129855961","https://openalex.org/W2151880735","https://openalex.org/W2158891129","https://openalex.org/W2298704133","https://openalex.org/W2562332238","https://openalex.org/W2810642013","https://openalex.org/W2900273213","https://openalex.org/W2976079227","https://openalex.org/W3044335625","https://openalex.org/W3143486137","https://openalex.org/W3184824929","https://openalex.org/W3192344286","https://openalex.org/W4212801088","https://openalex.org/W4226279295","https://openalex.org/W4243932450","https://openalex.org/W4285131279","https://openalex.org/W4285171200","https://openalex.org/W4294837697","https://openalex.org/W4310691122","https://openalex.org/W4312229954","https://openalex.org/W4312620027","https://openalex.org/W4328029645","https://openalex.org/W4379116784","https://openalex.org/W4387470013","https://openalex.org/W6614972042","https://openalex.org/W6629677911","https://openalex.org/W6697373703"],"related_works":["https://openalex.org/W3038948847","https://openalex.org/W2121106196","https://openalex.org/W1531794932","https://openalex.org/W2189586021","https://openalex.org/W4382866894","https://openalex.org/W4234499367","https://openalex.org/W2116158592","https://openalex.org/W4286716842","https://openalex.org/W1972259977","https://openalex.org/W2051375581"],"abstract_inverted_index":{"Our":[0],"focus":[1],"is":[2,114,169],"on":[3,194],"projects,":[4,96,106,146],"i.e.,":[5],"business":[6],"processes,":[7],"which":[8,107,163],"are":[9],"emerging":[10],"as":[11,86,185],"the":[12,123,161,186,195,221,235,240,251,260,268],"economic":[13],"drivers":[14],"of":[15,50,58,83,100,122,134,180,250,254],"our":[16],"times.":[17],"Differently":[18],"from":[19,131],"day-to-day":[20],"operational":[21],"processes":[22],"that":[23,205,234,267],"do":[24],"not":[25],"require":[26],"detailed":[27],"planning,":[28],"a":[29,56,76,97,128,182,201,208,247,255],"project":[30,51,72,78,113,129,166,188,202,210,216,230,261,283],"requires":[31],"planning":[32,52,79,150],"and":[33,44,66,89,151,175,212,224,263],"resource-constrained":[34,215],"scheduling":[35,152,217],"for":[36,81,157],"coordinating":[37],"resources":[38],"across":[39],"sub-":[40],"or":[41],"related":[42],"projects":[43,84],"organizations.":[45],"A":[46],"planner":[47,191,241],"in":[48,116,144,178,276],"charge":[49],"has":[53],"to":[54,60,70,219,246,258],"select":[55],"set":[57],"activities":[59,101],"perform,":[61],"determine":[62,220],"their":[63],"precedence":[64],"constraints,":[65],"schedule":[67,223],"them":[68],"according":[69],"temporal":[71,141],"constraints.":[73],"We":[74,265],"suggest":[75],"data-driven":[77,282],"approach":[80,125,197,237,270],"classes":[82],"such":[85,95,204],"infrastructure":[87],"building":[88],"information":[90],"systems":[91],"development":[92],"projects.":[93,136],"In":[94],"significant":[98,243],"portion":[99],"recurs":[102],"within":[103],"other":[104],"organizational":[105],"may":[108,238],"be":[109,155],"similar,":[110],"while":[111],"each":[112],"unique":[115],"its":[117],"realization.":[118],"The":[119,137,190],"first":[120],"steps":[121],"suggested":[124,196,236],"include":[126],"learning":[127],"network":[130,139],"historical":[132],"records":[133],"similar":[135],"discovered":[138],"relaxes":[140],"constraints":[142],"embedded":[143],"individual":[145],"thus":[147],"uncovering":[148],"where":[149],"flexibility":[153,244],"can":[154,192,271],"exploited":[156],"greater":[158],"benefit.":[159],"Then,":[160],"network,":[162],"contains":[164],"multiple":[165],"plan":[167,211,262],"variations,":[168],"enriched":[170],"by":[171],"identifying":[172],"decision":[173,278],"rules":[174],"frequent":[176],"paths":[177],"favor":[179],"selecting":[181],"specific":[183],"variation":[184,203],"chosen":[187],"plan.":[189],"rely":[193],"for:":[198],"1)":[199],"Decoding":[200],"it":[206],"forms":[207],"new":[209],"2)":[213],"applying":[214],"procedures":[218],"project's":[222],"resource":[225],"allocation.":[226],"Using":[227],"two":[228],"real-world":[229],"datasets,":[231],"we":[232],"show":[233],"provide":[239],"with":[242],"(up":[245],"26%":[248],"reduction":[249],"critical":[252],"path":[253],"real":[256],"project)":[257],"adjust":[259],"schedule.":[264],"believe":[266],"proposed":[269],"play":[272],"an":[273],"important":[274],"part":[275],"supporting":[277],"making":[279],"toward":[280],"automated":[281],"planning.":[284]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-08T15:41:06.802602","created_date":"2024-03-29T00:00:00"}
