{"id":"https://openalex.org/W4391592449","doi":"https://doi.org/10.1007/s11063-024-11504-4","title":"DCLGM: Fusion Recommendation Model Based on LightGBM and Deep Learning","display_name":"DCLGM: Fusion Recommendation Model Based on LightGBM and Deep Learning","publication_year":2024,"publication_date":"2024-02-07","ids":{"openalex":"https://openalex.org/W4391592449","doi":"https://doi.org/10.1007/s11063-024-11504-4"},"language":"en","primary_location":{"id":"doi:10.1007/s11063-024-11504-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11063-024-11504-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11063-024-11504-4.pdf","source":{"id":"https://openalex.org/S140962798","display_name":"Neural Processing Letters","issn_l":"1370-4621","issn":["1370-4621","1573-773X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Processing Letters","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11063-024-11504-4.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100344053","display_name":"Bin Zhao","orcid":"https://orcid.org/0000-0001-8397-7260"},"institutions":[{"id":"https://openalex.org/I15823474","display_name":"Linyi University","ror":"https://ror.org/01knv0402","country_code":"CN","type":"education","lineage":["https://openalex.org/I15823474"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Bin Zhao","raw_affiliation_strings":["School of Information Science and Engineering, Linyi University, Shandong, 276000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Linyi University, Shandong, 276000, China","institution_ids":["https://openalex.org/I15823474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100673448","display_name":"Bin Li","orcid":"https://orcid.org/0000-0001-6767-5350"},"institutions":[{"id":"https://openalex.org/I15823474","display_name":"Linyi University","ror":"https://ror.org/01knv0402","country_code":"CN","type":"education","lineage":["https://openalex.org/I15823474"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Li","raw_affiliation_strings":["School of Information Science and Engineering, Linyi University, Shandong, 276000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Linyi University, Shandong, 276000, China","institution_ids":["https://openalex.org/I15823474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072840487","display_name":"Jiqun Zhang","orcid":"https://orcid.org/0000-0002-4242-558X"},"institutions":[{"id":"https://openalex.org/I15823474","display_name":"Linyi University","ror":"https://ror.org/01knv0402","country_code":"CN","type":"education","lineage":["https://openalex.org/I15823474"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiqun Zhang","raw_affiliation_strings":["School of Information Science and Engineering, Linyi University, Shandong, 276000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Linyi University, Shandong, 276000, China","institution_ids":["https://openalex.org/I15823474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090316208","display_name":"Wei Cao","orcid":"https://orcid.org/0000-0003-2860-0262"},"institutions":[{"id":"https://openalex.org/I15823474","display_name":"Linyi University","ror":"https://ror.org/01knv0402","country_code":"CN","type":"education","lineage":["https://openalex.org/I15823474"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Cao","raw_affiliation_strings":["School of Information Science and Engineering, Linyi University, Shandong, 276000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Linyi University, Shandong, 276000, China","institution_ids":["https://openalex.org/I15823474"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078518663","display_name":"Yilong Gao","orcid":"https://orcid.org/0000-0002-4269-5256"},"institutions":[{"id":"https://openalex.org/I15823474","display_name":"Linyi University","ror":"https://ror.org/01knv0402","country_code":"CN","type":"education","lineage":["https://openalex.org/I15823474"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yilong Gao","raw_affiliation_strings":["School of Information Science and Engineering, Linyi University, Shandong, 276000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Linyi University, Shandong, 276000, China","institution_ids":["https://openalex.org/I15823474"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100344053"],"corresponding_institution_ids":["https://openalex.org/I15823474"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":7.675,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.97064281,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"56","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9986000061035156,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9986000061035156,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9876999855041504,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9592000246047974,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.7217950820922852},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6427226662635803},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5411936044692993},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5199231505393982},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.47806552052497864},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4326719343662262},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38771548867225647},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.08033609390258789}],"concepts":[{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.7217950820922852},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6427226662635803},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5411936044692993},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5199231505393982},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.47806552052497864},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4326719343662262},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38771548867225647},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.08033609390258789},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11063-024-11504-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11063-024-11504-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11063-024-11504-4.pdf","source":{"id":"https://openalex.org/S140962798","display_name":"Neural Processing Letters","issn_l":"1370-4621","issn":["1370-4621","1573-773X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Processing Letters","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s11063-024-11504-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11063-024-11504-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11063-024-11504-4.pdf","source":{"id":"https://openalex.org/S140962798","display_name":"Neural Processing Letters","issn_l":"1370-4621","issn":["1370-4621","1573-773X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Processing Letters","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.550000011920929}],"awards":[{"id":"https://openalex.org/G6802860924","display_name":null,"funder_award_id":"ZR2020MF029","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"}],"funders":[{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4391592449.pdf"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W2054141820","https://openalex.org/W2141014056","https://openalex.org/W2604662567","https://openalex.org/W2605350416","https://openalex.org/W2735249709","https://openalex.org/W2793768763","https://openalex.org/W2914866826","https://openalex.org/W2919841204","https://openalex.org/W2939458545","https://openalex.org/W2945827670","https://openalex.org/W2963255684","https://openalex.org/W2964182926","https://openalex.org/W3012197737","https://openalex.org/W3045200674","https://openalex.org/W3100278010","https://openalex.org/W3104030692","https://openalex.org/W3106867121","https://openalex.org/W3136492818","https://openalex.org/W3164997215","https://openalex.org/W3196063200","https://openalex.org/W3201800323","https://openalex.org/W3204224526","https://openalex.org/W3209367324","https://openalex.org/W3217015614","https://openalex.org/W4206430147","https://openalex.org/W4226211422","https://openalex.org/W4304080839"],"related_works":["https://openalex.org/W4375867731","https://openalex.org/W2611989081","https://openalex.org/W4230611425","https://openalex.org/W2731899572","https://openalex.org/W4304166257","https://openalex.org/W4294635752","https://openalex.org/W2736674626","https://openalex.org/W2973875853","https://openalex.org/W4383066092","https://openalex.org/W4380075502"],"abstract_inverted_index":{"Abstract":[0],"The":[1,67,177],"recommendation":[2,24,57,152,188,191],"system":[3],"can":[4,37],"mine":[5],"valuable":[6],"information":[7],"according":[8],"to":[9,45,148,165],"user":[10],"preferences,":[11],"so":[12],"it":[13],"is":[14,26,69,99,196],"widely":[15],"used":[16,161],"in":[17,82],"various":[18],"industries.":[19],"However,":[20],"the":[21,30,39,61,80,83,92,95,102,105,111,115,119,136,140,150,167,170,185,190],"performance":[22],"of":[23,32,71,104,193],"systems":[25],"generally":[27],"affected":[28],"by":[29,42,139],"problem":[31],"data":[33,43],"sparsity,":[34],"and":[35,63,75,87,91,114,125,146,158,174],"LightGBM":[36,62],"alleviate":[38],"impact":[40],"caused":[41],"sparsity":[44],"a":[46,55],"certain":[47],"extent.":[48],"To":[49],"this":[50,52,155,194],"end,":[51],"paper":[53],"proposes":[54],"fusion":[56],"model":[58,68,168,195],"based":[59],"on":[60,169],"deep":[64,76,116],"learning\u2014CLGM":[65],"model.":[66],"composed":[70],"LighGBM,":[72],"cross":[73,112,121],"network":[74,107,113,142],"neural":[77,106,117],"network.":[78],"First,":[79],"features":[81,131],"dataset":[84,172,175],"are":[85,132,143,160],"fused":[86],"extracted":[88],"through":[89],"LightGBM,":[90],"feature":[93,123],"with":[94,184],"highest":[96],"classification":[97],"accuracy":[98],"selected":[100],"as":[101,162],"input":[103],"layer;":[108],"Then,":[109],"using":[110],"network,":[118],"linear":[120],"combination":[122],"relationship":[124,128],"nonlinear":[126],"correlation":[127],"between":[129],"high-order":[130],"respectively":[133],"obtained;":[134],"finally,":[135],"results":[137,180],"obtained":[138],"pre-order":[141],"linearly":[144],"weighted":[145],"combined":[147],"obtain":[149],"final":[151],"result.":[153],"In":[154],"paper,":[156],"AUC":[157],"Logloss":[159],"evaluation":[163],"indicators":[164],"verify":[166],"public":[171],"Criteo":[173],"Avazu.":[176],"simulation":[178],"experiment":[179],"show":[181],"that,":[182],"compared":[183],"four":[186],"typical":[187],"models,":[189],"effect":[192],"better.":[197]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-04T09:04:59.091469","created_date":"2025-10-10T00:00:00"}