{"id":"https://openalex.org/W4399048082","doi":"https://doi.org/10.3390/systems12060188","title":"Stacked Noise Reduction Auto Encoder\u2013OCEAN: A Novel Personalized Recommendation Model Enhanced","display_name":"Stacked Noise Reduction Auto Encoder\u2013OCEAN: A Novel Personalized Recommendation Model Enhanced","publication_year":2024,"publication_date":"2024-05-26","ids":{"openalex":"https://openalex.org/W4399048082","doi":"https://doi.org/10.3390/systems12060188"},"language":"en","primary_location":{"id":"doi:10.3390/systems12060188","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems12060188","pdf_url":"https://www.mdpi.com/2079-8954/12/6/188/pdf?version=1716719804","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2079-8954/12/6/188/pdf?version=1716719804","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5061200649","display_name":"Bixi Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I88830068","display_name":"Shaanxi Normal University","ror":"https://ror.org/0170z8493","country_code":"CN","type":"education","lineage":["https://openalex.org/I88830068"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bixi Wang","raw_affiliation_strings":["The Faculty of Education, Shaanxi Normal University, Xi\u2019an 710063, China","The Faculty of Education, Shaanxi Normal University, Xi'an 710063, China"],"affiliations":[{"raw_affiliation_string":"The Faculty of Education, Shaanxi Normal University, Xi\u2019an 710063, China","institution_ids":["https://openalex.org/I88830068"]},{"raw_affiliation_string":"The Faculty of Education, Shaanxi Normal University, Xi'an 710063, China","institution_ids":["https://openalex.org/I88830068"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062384828","display_name":"Wenfeng Zheng","orcid":"https://orcid.org/0000-0002-8486-1654"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wenfeng Zheng","raw_affiliation_strings":["School of Automation, University of Electronic Science and Technology of China, Chengdu 610054, China"],"affiliations":[{"raw_affiliation_string":"School of Automation, University of Electronic Science and Technology of China, Chengdu 610054, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016311615","display_name":"Ruiyang Wang","orcid":"https://orcid.org/0000-0001-9561-3237"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruiyang Wang","raw_affiliation_strings":["School of Automation, University of Electronic Science and Technology of China, Chengdu 610054, China"],"affiliations":[{"raw_affiliation_string":"School of Automation, University of Electronic Science and Technology of China, Chengdu 610054, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085836074","display_name":"Siyu Lu","orcid":"https://orcid.org/0000-0003-4538-7846"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Siyu Lu","raw_affiliation_strings":["School of Automation, University of Electronic Science and Technology of China, Chengdu 610054, China"],"affiliations":[{"raw_affiliation_string":"School of Automation, University of Electronic Science and Technology of China, Chengdu 610054, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023971713","display_name":"Lirong Yin","orcid":"https://orcid.org/0000-0002-5022-610X"},"institutions":[{"id":"https://openalex.org/I121820613","display_name":"Louisiana State University","ror":"https://ror.org/05ect4e57","country_code":"US","type":"education","lineage":["https://openalex.org/I121820613"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lirong Yin","raw_affiliation_strings":["Department of Geography and Anthropology, Louisiana State University, Baton Rouge, LA 70803, USA"],"affiliations":[{"raw_affiliation_string":"Department of Geography and Anthropology, Louisiana State University, Baton Rouge, LA 70803, USA","institution_ids":["https://openalex.org/I121820613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043458048","display_name":"Lei Wang","orcid":"https://orcid.org/0000-0003-1298-4839"},"institutions":[{"id":"https://openalex.org/I121820613","display_name":"Louisiana State University","ror":"https://ror.org/05ect4e57","country_code":"US","type":"education","lineage":["https://openalex.org/I121820613"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lei Wang","raw_affiliation_strings":["Department of Geography and Anthropology, Louisiana State University, Baton Rouge, LA 70803, USA"],"affiliations":[{"raw_affiliation_string":"Department of Geography and Anthropology, Louisiana State University, Baton Rouge, LA 70803, USA","institution_ids":["https://openalex.org/I121820613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021201289","display_name":"Zhengtong Yin","orcid":"https://orcid.org/0000-0002-9818-9205"},"institutions":[{"id":"https://openalex.org/I178232147","display_name":"Guizhou University","ror":"https://ror.org/02wmsc916","country_code":"CN","type":"education","lineage":["https://openalex.org/I178232147"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengtong Yin","raw_affiliation_strings":["College of Resource and Environment Engineering, Guizhou University, Guiyang 550025, China"],"affiliations":[{"raw_affiliation_string":"College of Resource and Environment Engineering, Guizhou University, Guiyang 550025, China","institution_ids":["https://openalex.org/I178232147"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072486181","display_name":"Xinbing Chen","orcid":"https://orcid.org/0000-0002-3933-7941"},"institutions":[{"id":"https://openalex.org/I88830068","display_name":"Shaanxi Normal University","ror":"https://ror.org/0170z8493","country_code":"CN","type":"education","lineage":["https://openalex.org/I88830068"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinbing Chen","raw_affiliation_strings":["The Faculty of Education, Shaanxi Normal University, Xi\u2019an 710063, China","The Faculty of Education, Shaanxi Normal University, Xi'an 710063, China"],"affiliations":[{"raw_affiliation_string":"The Faculty of Education, Shaanxi Normal University, Xi\u2019an 710063, China","institution_ids":["https://openalex.org/I88830068"]},{"raw_affiliation_string":"The Faculty of Education, Shaanxi Normal University, Xi'an 710063, China","institution_ids":["https://openalex.org/I88830068"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5062384828"],"corresponding_institution_ids":["https://openalex.org/I150229711"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":6.0544,"has_fulltext":true,"cited_by_count":29,"citation_normalized_percentile":{"value":0.96949899,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"12","issue":"6","first_page":"188","last_page":"188"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.6884999871253967,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.6884999871253967,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.6360999941825867,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.6424210667610168},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.5989159941673279},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5470649600028992},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.4805867671966553},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.4759399890899658},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.29790204763412476},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09117862582206726}],"concepts":[{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.6424210667610168},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.5989159941673279},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5470649600028992},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.4805867671966553},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.4759399890899658},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29790204763412476},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09117862582206726},{"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/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/systems12060188","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems12060188","pdf_url":"https://www.mdpi.com/2079-8954/12/6/188/pdf?version=1716719804","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},{"id":"pmh:oai:repository.lsu.edu:geoanth_pubs-1715","is_oa":true,"landing_page_url":"https://repository.lsu.edu/geoanth_pubs/715","pdf_url":null,"source":{"id":"https://openalex.org/S4210169993","display_name":"Civil War Book Review","issn_l":"1528-6592","issn":["1528-6592"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310315936","host_organization_name":"Louisiana State University","host_organization_lineage":["https://openalex.org/P4310315936"],"host_organization_lineage_names":["Louisiana State University"],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Faculty Publications","raw_type":"text"},{"id":"pmh:oai:doaj.org/article:9238c48cbfa94374a0a6091edd2ee247","is_oa":true,"landing_page_url":"https://doaj.org/article/9238c48cbfa94374a0a6091edd2ee247","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Systems, Vol 12, Iss 6, p 188 (2024)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2079-8954/12/6/188/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/systems12060188","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Systems","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/systems12060188","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems12060188","pdf_url":"https://www.mdpi.com/2079-8954/12/6/188/pdf?version=1716719804","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8399999737739563,"display_name":"Life below water","id":"https://metadata.un.org/sdg/14"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4399048082.pdf"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W2063577378","https://openalex.org/W2100495367","https://openalex.org/W2738235900","https://openalex.org/W3007282427","https://openalex.org/W3012323526","https://openalex.org/W3083630455","https://openalex.org/W3115520846","https://openalex.org/W3123039838","https://openalex.org/W3124436605","https://openalex.org/W3129802350","https://openalex.org/W3153436225","https://openalex.org/W3159923113","https://openalex.org/W3163965649","https://openalex.org/W3180342661","https://openalex.org/W3185565933","https://openalex.org/W3186936208","https://openalex.org/W3196721943","https://openalex.org/W3199481069","https://openalex.org/W3203548017","https://openalex.org/W3211963546","https://openalex.org/W4211188062","https://openalex.org/W4213005034","https://openalex.org/W4220919449","https://openalex.org/W4224903019","https://openalex.org/W4280522582","https://openalex.org/W4283391033","https://openalex.org/W4294755133","https://openalex.org/W4297193084","https://openalex.org/W4308487733","https://openalex.org/W4376276087","https://openalex.org/W4386728881","https://openalex.org/W4393174495"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W3034789145","https://openalex.org/W4367628250"],"abstract_inverted_index":{"With":[0],"the":[1,8,32,51,72,86,97,100,123,138,158,170,175,182,192,197,203,206],"continuous":[2],"development":[3],"of":[4,14,34,50,59,88,99,174,194,205],"information":[5],"technology":[6,19],"and":[7,23,76,102,122,149,172,196],"rapid":[9],"increase":[10],"in":[11,110],"new":[12,133],"users":[13,35],"social":[15,37],"networking":[16,38],"sites,":[17],"recommendation":[18],"is":[20],"becoming":[21],"more":[22,24],"important.":[25],"After":[26],"research,":[27,65],"it":[28],"was":[29,83,106,143],"found":[30],"that":[31,181],"behavior":[33],"on":[36,71],"sites":[39],"has":[40],"a":[41,60,66,77,92,132,209],"great":[42],"correlation":[43],"with":[44],"their":[45],"personalities.":[46],"The":[47,116,177],"five":[48],"characteristics":[49],"OCEAN":[52,73,118,199],"personality":[53,74,119,200],"model":[54,69,75,120,201,207],"can":[55,190],"cover":[56],"all":[57],"aspects":[58],"user\u2019s":[61,198],"personality.":[62],"In":[63],"this":[64],"micro-directional":[67],"propagation":[68],"based":[70],"Stacked":[78],"Denoising":[79],"Auto":[80],"Encoder":[81],"(SDAE)":[82],"built":[84],"through":[85],"application":[87],"deep":[89],"learning":[90],"to":[91,112,130,145,156,163,208],"collaborative":[93,187],"filtering":[94,188],"technique.":[95],"Firstly,":[96],"dimension":[98],"user":[101,117,125,134],"item":[103],"feature":[104,126,135],"matrices":[105],"lowered":[107],"using":[108],"SDAE":[109],"order":[111],"extract":[113],"deeper":[114],"information.":[115],"matrix":[121,127],"reduced":[124],"were":[128],"integrated":[129],"create":[131],"matrix.":[136],"Finally,":[137],"multiple":[139],"linear":[140],"regression":[141],"approach":[142,153],"used":[144],"predict":[146],"user-unrated":[147],"goods":[148],"generate":[150],"recommendations.":[151,166],"This":[152,167],"allowed":[154],"us":[155],"leverage":[157],"relationships":[159],"between":[160],"various":[161],"factors":[162],"deliver":[164],"personalized":[165],"experiment":[168],"evaluated":[169],"RMSE":[171],"MAE":[173],"model.":[176],"evaluation":[178],"results":[179],"show":[180],"stacked":[183],"denoising":[184],"auto":[185],"encoder":[186],"algorithm":[189],"improve":[191],"accuracy":[193,204],"recommendations,":[195],"improves":[202],"certain":[210],"extent.":[211]},"counts_by_year":[{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":22}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}