{"id":"https://openalex.org/W4205781101","doi":"https://doi.org/10.1142/s0218488522500064","title":"Personalized E-Learning Based on Ant Colony Optimization","display_name":"Personalized E-Learning Based on Ant Colony Optimization","publication_year":2022,"publication_date":"2022-01-12","ids":{"openalex":"https://openalex.org/W4205781101","doi":"https://doi.org/10.1142/s0218488522500064"},"language":"en","primary_location":{"id":"doi:10.1142/s0218488522500064","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218488522500064","pdf_url":null,"source":{"id":"https://openalex.org/S69518169","display_name":"International Journal of Uncertainty Fuzziness and Knowledge-Based Systems","issn_l":"0218-4885","issn":["0218-4885","1793-6411"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems","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/A5004671903","display_name":"Shelly Sachdeva","orcid":"https://orcid.org/0000-0003-4088-1271"},"institutions":[{"id":"https://openalex.org/I44635919","display_name":"National Institute of Technology Delhi","ror":"https://ror.org/032twef21","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210152752","https://openalex.org/I44635919"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Shelly Sachdeva","raw_affiliation_strings":["Computer Science Engineering, National Institute of Technology Delhi, India"],"affiliations":[{"raw_affiliation_string":"Computer Science Engineering, National Institute of Technology Delhi, India","institution_ids":["https://openalex.org/I44635919"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100674731","display_name":"Monika Singh","orcid":"https://orcid.org/0000-0003-2440-4563"},"institutions":[{"id":"https://openalex.org/I44635919","display_name":"National Institute of Technology Delhi","ror":"https://ror.org/032twef21","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210152752","https://openalex.org/I44635919"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Monika Singh","raw_affiliation_strings":["Computer Science Engineering, National Institute of Technology Delhi, India"],"affiliations":[{"raw_affiliation_string":"Computer Science Engineering, National Institute of Technology Delhi, India","institution_ids":["https://openalex.org/I44635919"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046209139","display_name":"Neeraj Kumar","orcid":"https://orcid.org/0000-0002-4318-7704"},"institutions":[{"id":"https://openalex.org/I44635919","display_name":"National Institute of Technology Delhi","ror":"https://ror.org/032twef21","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210152752","https://openalex.org/I44635919"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Neeraj Kumar","raw_affiliation_strings":["Computer Science Engineering, National Institute of Technology Delhi, India"],"affiliations":[{"raw_affiliation_string":"Computer Science Engineering, National Institute of Technology Delhi, India","institution_ids":["https://openalex.org/I44635919"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080410172","display_name":"Puneet Goswami","orcid":"https://orcid.org/0000-0002-9545-7163"},"institutions":[{"id":"https://openalex.org/I4210131147","display_name":"SRM University","ror":"https://ror.org/037skf023","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018","https://openalex.org/I4210131147"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Puneet Goswami","raw_affiliation_strings":["Computer Science and Engineering, SRM University, Sonepat (Haryana), India"],"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering, SRM University, Sonepat (Haryana), India","institution_ids":["https://openalex.org/I4210131147"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5004671903"],"corresponding_institution_ids":["https://openalex.org/I44635919"],"apc_list":null,"apc_paid":null,"fwci":1.6842,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.87008506,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"30","issue":"01","first_page":"115","last_page":"134"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.907800018787384,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11122","display_name":"Online Learning and Analytics","score":0.907800018787384,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/personalization","display_name":"Personalization","score":0.7780482769012451},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7151851058006287},{"id":"https://openalex.org/keywords/personalized-learning","display_name":"Personalized learning","score":0.6957851648330688},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5339124798774719},{"id":"https://openalex.org/keywords/standardization","display_name":"Standardization","score":0.45590394735336304},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3776097297668457},{"id":"https://openalex.org/keywords/cooperative-learning","display_name":"Cooperative learning","score":0.2708793878555298},{"id":"https://openalex.org/keywords/open-learning","display_name":"Open learning","score":0.2647164463996887},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.22939950227737427},{"id":"https://openalex.org/keywords/teaching-method","display_name":"Teaching method","score":0.17333316802978516},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.08360561728477478}],"concepts":[{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.7780482769012451},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7151851058006287},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.6957851648330688},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5339124798774719},{"id":"https://openalex.org/C188087704","wikidata":"https://www.wikidata.org/wiki/Q369577","display_name":"Standardization","level":2,"score":0.45590394735336304},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3776097297668457},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.2708793878555298},{"id":"https://openalex.org/C15122004","wikidata":"https://www.wikidata.org/wiki/Q385756","display_name":"Open learning","level":4,"score":0.2647164463996887},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.22939950227737427},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.17333316802978516},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.08360561728477478},{"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218488522500064","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218488522500064","pdf_url":null,"source":{"id":"https://openalex.org/S69518169","display_name":"International Journal of Uncertainty Fuzziness and Knowledge-Based Systems","issn_l":"0218-4885","issn":["0218-4885","1793-6411"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7599999904632568,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3209574120","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"With":[0],"the":[1,5,24,38,49,61,73,88,130,141,161,168,171,186,189,206],"advancement":[2],"in":[3,48,65,72,139,154,180,185],"technology,":[4],"approach":[6],"to":[7,23,79,101,129,144],"learning":[8,26,53,83,159,162,190],"has":[9,16],"also":[10,152],"been":[11],"modified.":[12],"\u201cStandardization\u201d":[13],"and":[14,40,54,81,90,111,120,135,157,183],"\u201cOne-size-fits-all\u201d":[15],"become":[17],"an":[18,103],"outdated":[19],"concept.":[20],"To":[21],"adjust":[22],"changing":[25],"approaches,":[27],"e-learning":[28,71,115,198],"came":[29],"into":[30],"being,":[31],"but":[32],"this":[33,98],"was":[34],"not":[35],"as":[36,86,160,166,201],"per":[37,87,167],"knowledge":[39,91],"intelligence":[41],"of":[42,51,56,63,69,92,114,132,173,175,188],"users.":[43],"This":[44,58,125],"created":[45],"a":[46,109,202],"hurdle":[47],"achievement":[50],"better":[52,80,156],"acquisition":[55],"skills.":[57],"calls":[59],"for":[60,196],"provision":[62],"personalization":[64],"e-learning.":[66],"Successful":[67],"implementation":[68],"personalized":[70,110],"present":[74],"education":[75],"system":[76],"will":[77,127,137,151,178],"lead":[78],"faster":[82],"by":[84],"adapting":[85],"preferences":[89],"students.":[93],"The":[94,192],"core":[95],"idea":[96],"behind":[97],"research":[99,126],"is":[100,164],"make":[102],"application":[104],"using":[105,116],"Android,":[106],"which":[107],"provides":[108],"adaptable":[112],"route":[113,163],"Ant":[117],"Colony":[118],"Optimization":[119],"recommendations":[121],"from":[122],"similar":[123],"peers.":[124],"cater":[128],"needs":[131],"many":[133],"students,":[134],"it":[136],"help":[138,153,179],"decreasing":[140],"time":[142],"taken":[143],"complete":[145],"any":[146],"subject":[147],"or":[148],"course.":[149],"It":[150],"attaining":[155],"efficient":[158],"determined":[165],"user.":[169],"Also,":[170],"collection":[172],"records":[174],"every":[176],"user":[177],"improving":[181],"efficiency":[182],"accuracy":[184],"determination":[187],"path.":[191],"developed":[193],"app":[194],"aiming":[195],"adaptative":[197],"can":[199],"act":[200],"promising":[203],"solution":[204],"during":[205],"Covid-19":[207],"scenario.":[208]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
