{"id":"https://openalex.org/W2945238367","doi":"https://doi.org/10.1109/access.2019.2916350","title":"A Correlation-Experience-Demand Based Personalized Knowledge Recommendation Approach","display_name":"A Correlation-Experience-Demand Based Personalized Knowledge Recommendation Approach","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2945238367","doi":"https://doi.org/10.1109/access.2019.2916350","mag":"2945238367"},"language":"en","primary_location":{"id":"doi:10.1109/access.2019.2916350","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2916350","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08715488.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08715488.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5025576471","display_name":"Xiyan Yin","orcid":"https://orcid.org/0000-0002-8098-3857"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiyan Yin","raw_affiliation_strings":["Hubei Digital Manufacturing Key Laboratory (Wuhan University of Technology), Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Hubei Digital Manufacturing Key Laboratory (Wuhan University of Technology), Wuhan, China","institution_ids":["https://openalex.org/I196699116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084227744","display_name":"Buyun Sheng","orcid":"https://orcid.org/0000-0001-7469-8358"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Buyun Sheng","raw_affiliation_strings":["Hubei Digital Manufacturing Key Laboratory (Wuhan University of Technology), Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Hubei Digital Manufacturing Key Laboratory (Wuhan University of Technology), Wuhan, China","institution_ids":["https://openalex.org/I196699116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024532933","display_name":"Feiyu Zhao","orcid":"https://orcid.org/0000-0002-5747-7614"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feiyu Zhao","raw_affiliation_strings":["Hubei Digital Manufacturing Key Laboratory (Wuhan University of Technology), Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Hubei Digital Manufacturing Key Laboratory (Wuhan University of Technology), Wuhan, China","institution_ids":["https://openalex.org/I196699116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037191476","display_name":"Xinggang Wang","orcid":"https://orcid.org/0000-0001-6732-7823"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinggang Wang","raw_affiliation_strings":["Hubei Digital Manufacturing Key Laboratory (Wuhan University of Technology), Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Hubei Digital Manufacturing Key Laboratory (Wuhan University of Technology), Wuhan, China","institution_ids":["https://openalex.org/I196699116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009071850","display_name":"Zheng Xiao","orcid":"https://orcid.org/0000-0001-5085-2170"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zheng Xiao","raw_affiliation_strings":["Hubei Digital Manufacturing Key Laboratory (Wuhan University of Technology), Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Hubei Digital Manufacturing Key Laboratory (Wuhan University of Technology), Wuhan, China","institution_ids":["https://openalex.org/I196699116"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100460955","display_name":"Hui Wang","orcid":"https://orcid.org/0000-0003-4861-8144"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Wang","raw_affiliation_strings":["Hubei Digital Manufacturing Key Laboratory (Wuhan University of Technology), Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Hubei Digital Manufacturing Key Laboratory (Wuhan University of Technology), Wuhan, China","institution_ids":["https://openalex.org/I196699116"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5025576471"],"corresponding_institution_ids":["https://openalex.org/I196699116"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.0738,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.86449683,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"7","issue":null,"first_page":"61811","last_page":"61830"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12496","display_name":"Color perception and design","score":0.9886000156402588,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12496","display_name":"Color perception and design","score":0.9886000156402588,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9510999917984009,"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/T10672","display_name":"Design Education and Practice","score":0.9466999769210815,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8193372488021851},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.6405495405197144},{"id":"https://openalex.org/keywords/forgetting","display_name":"Forgetting","score":0.6023215651512146},{"id":"https://openalex.org/keywords/reuse","display_name":"Reuse","score":0.5764386057853699},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5708091855049133},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5432738661766052},{"id":"https://openalex.org/keywords/collaborative-filtering","display_name":"Collaborative filtering","score":0.5365365147590637},{"id":"https://openalex.org/keywords/design-knowledge","display_name":"Design knowledge","score":0.47075751423835754},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.3910927176475525},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.39019739627838135},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.35918962955474854},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3235848546028137}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8193372488021851},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.6405495405197144},{"id":"https://openalex.org/C7149132","wikidata":"https://www.wikidata.org/wiki/Q1377840","display_name":"Forgetting","level":2,"score":0.6023215651512146},{"id":"https://openalex.org/C206588197","wikidata":"https://www.wikidata.org/wiki/Q846574","display_name":"Reuse","level":2,"score":0.5764386057853699},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5708091855049133},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5432738661766052},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.5365365147590637},{"id":"https://openalex.org/C2778712445","wikidata":"https://www.wikidata.org/wiki/Q5264352","display_name":"Design knowledge","level":3,"score":0.47075751423835754},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.3910927176475525},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.39019739627838135},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.35918962955474854},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3235848546028137},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0},{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2019.2916350","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2916350","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08715488.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:479ac0dda4e84aa3b580140644ea9939","is_oa":true,"landing_page_url":"https://doaj.org/article/479ac0dda4e84aa3b580140644ea9939","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 7, Pp 61811-61830 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2019.2916350","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2916350","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08715488.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.44999998807907104,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2945238367.pdf","grobid_xml":"https://content.openalex.org/works/W2945238367.grobid-xml"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W67959994","https://openalex.org/W1540502245","https://openalex.org/W1948687848","https://openalex.org/W1985159774","https://openalex.org/W1986322913","https://openalex.org/W2061386710","https://openalex.org/W2062809468","https://openalex.org/W2077456612","https://openalex.org/W2122740583","https://openalex.org/W2124187902","https://openalex.org/W2136189984","https://openalex.org/W2167404615","https://openalex.org/W2209525244","https://openalex.org/W2270234620","https://openalex.org/W2340259015","https://openalex.org/W2342234897","https://openalex.org/W2470188790","https://openalex.org/W2510679436","https://openalex.org/W2569351061","https://openalex.org/W2581133567","https://openalex.org/W2604699343","https://openalex.org/W2619537126","https://openalex.org/W2621004402","https://openalex.org/W2734879557","https://openalex.org/W2743317799","https://openalex.org/W2760375636","https://openalex.org/W2767160721","https://openalex.org/W2769544480","https://openalex.org/W2771135506","https://openalex.org/W2789682958","https://openalex.org/W2799048196","https://openalex.org/W2803852807","https://openalex.org/W2967135284","https://openalex.org/W6736587617"],"related_works":["https://openalex.org/W2772628444","https://openalex.org/W1484355083","https://openalex.org/W4220714703","https://openalex.org/W2098758514","https://openalex.org/W2735929803","https://openalex.org/W3008845055","https://openalex.org/W2170391450","https://openalex.org/W4376854386","https://openalex.org/W2508671622","https://openalex.org/W1497071005"],"abstract_inverted_index":{"Knowledge":[0],"recommendation":[1,41,86,132],"is":[2,23,123,134,149],"an":[3],"important":[4],"means":[5],"of":[6,16,33,39,74,79,92,105,110,143],"knowledge":[7,55,63,85,95,113,120,131,139,203,207],"reuse":[8],"that":[9,88,179],"can":[10,194],"improve":[11],"the":[12,30,37,40,50,71,77,90,98,102,108,116,130,138,147,180,197],"efficiency":[13],"and":[14,54,76,96,107,129,158,168,218],"quality":[15,217],"product":[17],"design.":[18],"However,":[19,65],"at":[20],"present,":[21],"there":[22],"no":[24],"good":[25],"way":[26],"to":[27,61,151,201,208],"fully":[28],"consider":[29,70],"personalized":[31],"demands":[32],"designers":[34,75,200,210],"while":[35],"ensuring":[36],"applicability":[38],"results.":[42],"Previous":[43],"studies":[44],"have":[45],"usually":[46],"been":[47],"based":[48,114,125],"on":[49,115,126,175,186],"similarity":[51],"between":[52,94],"tasks":[53,177,214],"or":[56],"use":[57],"collaborative":[58],"filtering":[59],"technology":[60],"accomplish":[62],"recommendation.":[64],"these":[66,127],"methods":[67],"do":[68],"not":[69],"personal":[72,100],"experience":[73,104],"characteristics":[78],"knowledge.":[80],"This":[81,192],"paper":[82],"proposes":[83],"a":[84,152,159],"approach":[87,148,182,193],"integrates":[89],"degree":[91,109],"correlation":[93],"tasks,":[97],"feedback-based":[99],"experience,":[101],"collective":[103],"designers,":[106],"demand":[111],"for":[112,199],"forgetting":[117],"curve.":[118],"A":[119],"assistance":[121],"score":[122],"generated":[124],"factors,":[128],"list":[133],"obtained":[135],"by":[136,204],"ranking":[137,188],"in":[140,211],"descending":[141],"order":[142],"this":[144],"score.":[145],"Finally,":[146],"applied":[150],"machine":[153,164],"shop":[154],"layout":[155],"design":[156,167,213],"task":[157],"computer":[160],"numerical":[161],"control":[162],"(CNC)":[163],"tool's":[165],"spindle":[166],"bearings":[169],"selection":[170],"task.":[171],"The":[172],"experimental":[173],"results":[174],"two":[176],"demonstrate":[178],"proposed":[181],"outperforms":[183],"three":[184,187],"baselines":[185],"oriented":[189],"evaluation":[190],"metrics.":[191],"effectively":[195],"shorten":[196],"time":[198],"acquire":[202],"recommending":[205],"applicable":[206],"assist":[209],"completing":[212],"with":[215],"high":[216],"efficiency.":[219]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
