{"id":"https://openalex.org/W4413209537","doi":"https://doi.org/10.1145/3712255.3726771","title":"Improving Academic Plan Efficiency with Genetic Algorithm and Stochastic Simulation","display_name":"Improving Academic Plan Efficiency with Genetic Algorithm and Stochastic Simulation","publication_year":2025,"publication_date":"2025-07-14","ids":{"openalex":"https://openalex.org/W4413209537","doi":"https://doi.org/10.1145/3712255.3726771"},"language":"en","primary_location":{"id":"doi:10.1145/3712255.3726771","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3712255.3726771","pdf_url":null,"source":{"id":"https://openalex.org/S4363608771","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","raw_type":"proceedings-article"},"type":"conference-paper","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/A5083184621","display_name":"Oliver Cuate","orcid":"https://orcid.org/0000-0003-3416-6458"},"institutions":[{"id":"https://openalex.org/I59361560","display_name":"Instituto Polit\u00e9cnico Nacional","ror":"https://ror.org/059sp8j34","country_code":"MX","type":"education","lineage":["https://openalex.org/I59361560"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Oliver Cuate","raw_affiliation_strings":["Escuela Superior de F\u00edsica y Matem\u00e1ticas del Instituto Polit\u00e9cnico Nacional, Mexico, Mexico"],"raw_orcid":"https://orcid.org/0000-0003-3416-6458","affiliations":[{"raw_affiliation_string":"Escuela Superior de F\u00edsica y Matem\u00e1ticas del Instituto Polit\u00e9cnico Nacional, Mexico, Mexico","institution_ids":["https://openalex.org/I59361560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119304877","display_name":"Roxana Torrijos","orcid":null},"institutions":[{"id":"https://openalex.org/I59361560","display_name":"Instituto Polit\u00e9cnico Nacional","ror":"https://ror.org/059sp8j34","country_code":"MX","type":"education","lineage":["https://openalex.org/I59361560"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Roxana Torrijos","raw_affiliation_strings":["Escuela Superior de F\u00edsica y Matem\u00e1ticas del Instituto Polit\u00e9cnico Nacional, Mexico, Mexico"],"raw_orcid":"https://orcid.org/0009-0009-9206-1495","affiliations":[{"raw_affiliation_string":"Escuela Superior de F\u00edsica y Matem\u00e1ticas del Instituto Polit\u00e9cnico Nacional, Mexico, Mexico","institution_ids":["https://openalex.org/I59361560"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001810668","display_name":"Lourdes Uribe","orcid":"https://orcid.org/0000-0002-2547-2288"},"institutions":[{"id":"https://openalex.org/I4210113355","display_name":"Universidad An\u00e1huac","ror":"https://ror.org/02z9t1k38","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210113355"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Lourdes Uribe","raw_affiliation_strings":["Anahuac University, Mexico, Mexico"],"raw_orcid":"https://orcid.org/0000-0002-2547-2288","affiliations":[{"raw_affiliation_string":"Anahuac University, Mexico, Mexico","institution_ids":["https://openalex.org/I4210113355"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"807","last_page":"810"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12401","display_name":"Scheduling and Timetabling Solutions","score":0.9911999702453613,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12401","display_name":"Scheduling and Timetabling Solutions","score":0.9911999702453613,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9829000234603882,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9768999814987183,"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":0.7051037549972534},{"id":"https://openalex.org/keywords/plan","display_name":"Plan (archaeology)","score":0.679778516292572},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.6716205477714539},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3376256823539734},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.33217287063598633},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.26248058676719666},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13369441032409668}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7051037549972534},{"id":"https://openalex.org/C2776505523","wikidata":"https://www.wikidata.org/wiki/Q4785468","display_name":"Plan (archaeology)","level":2,"score":0.679778516292572},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.6716205477714539},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3376256823539734},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.33217287063598633},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.26248058676719666},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13369441032409668},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3712255.3726771","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3712255.3726771","pdf_url":null,"source":{"id":"https://openalex.org/S4363608771","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W1595498733","https://openalex.org/W2019303714","https://openalex.org/W2114364103","https://openalex.org/W2133270423","https://openalex.org/W2150116987","https://openalex.org/W2151554678","https://openalex.org/W2620680125","https://openalex.org/W3021613070","https://openalex.org/W4220796404","https://openalex.org/W4292691288"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109"],"abstract_inverted_index":{"Efficient":[0],"course":[1,82],"scheduling":[2,69,99,128],"in":[3,134],"higher":[4,135],"education":[5,136],"institutions":[6],"is":[7],"a":[8,109],"complex":[9],"problem":[10],"that":[11,25,80,90,112,130],"directly":[12],"impacts":[13],"student":[14,50,94],"retention":[15],"and":[16,30,52,57,67,97],"terminal":[17],"efficiency.":[18],"This":[19],"research":[20],"explores":[21],"an":[22],"optimization":[23],"model":[24,64,76],"integrates":[26],"Genetic":[27],"Algorithms":[28],"(GA)":[29],"Monte":[31],"Carlo":[32],"Simulation":[33],"to":[34,63,116,123],"enhance":[35],"academic":[36],"planning.":[37],"The":[38,87,120],"proposed":[39],"approach":[40,107],"assigns":[41],"courses":[42],"dynamically,":[43],"considering":[44],"constraints":[45],"such":[46],"as":[47],"faculty":[48],"availability,":[49],"demand,":[51],"institutional":[53,118],"policies.":[54],"Markov":[55],"Chains":[56],"the":[58,75,102,124],"Metropolis-Hastings":[59],"Algorithm":[60],"are":[61],"employed":[62],"enrollment":[65],"patterns":[66],"predict":[68],"outcomes.":[70],"By":[71],"simulating":[72],"multiple":[73],"scenarios,":[74],"identifies":[77],"optimal":[78],"schedules":[79],"maximize":[81],"availability":[83],"while":[84],"minimizing":[85],"conflicts.":[86],"results":[88],"demonstrate":[89],"our":[91,106],"methodology":[92],"improves":[93],"progression":[95],"rates":[96],"reduces":[98],"inefficiencies":[100],"of":[101,126],"current":[103],"assignment.":[104],"Additionally,":[105],"provides":[108],"flexible":[110],"framework":[111],"can":[113],"be":[114],"adapted":[115],"different":[117],"contexts.":[119],"findings":[121],"contribute":[122],"development":[125],"intelligent":[127],"systems":[129],"support":[131],"data-driven":[132],"decision-making":[133],"administration.":[137]},"counts_by_year":[],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
