{"id":"https://openalex.org/W2559340386","doi":"https://doi.org/10.1007/978-981-10-2663-8_46","title":"User Attributes Clustering-Based Collaborative Filtering Recommendation Algorithm and Its Parallelization on Spark","display_name":"User Attributes Clustering-Based Collaborative Filtering Recommendation Algorithm and Its Parallelization on Spark","publication_year":2016,"publication_date":"2016-01-01","ids":{"openalex":"https://openalex.org/W2559340386","doi":"https://doi.org/10.1007/978-981-10-2663-8_46","mag":"2559340386"},"language":"en","primary_location":{"id":"doi:10.1007/978-981-10-2663-8_46","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-981-10-2663-8_46","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"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":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1007/978-981-10-2663-8_46","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100738315","display_name":"Zhongjie Wang","orcid":"https://orcid.org/0000-0002-9084-7373"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhongjie Wang","raw_affiliation_strings":["Department of Control Science and Engineering, Tongji University, Shanghai, 201804, China"],"affiliations":[{"raw_affiliation_string":"Department of Control Science and Engineering, Tongji University, Shanghai, 201804, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047298649","display_name":"Nana Yu","orcid":null},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nana Yu","raw_affiliation_strings":["Department of Control Science and Engineering, Tongji University, Shanghai, 201804, China"],"affiliations":[{"raw_affiliation_string":"Department of Control Science and Engineering, Tongji University, Shanghai, 201804, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077838316","display_name":"Jiaxian Wang","orcid":"https://orcid.org/0000-0002-3923-4512"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaxian Wang","raw_affiliation_strings":["Department of Control Science and Engineering, Tongji University, Shanghai, 201804, China"],"affiliations":[{"raw_affiliation_string":"Department of Control Science and Engineering, Tongji University, Shanghai, 201804, China","institution_ids":["https://openalex.org/I116953780"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100738315"],"corresponding_institution_ids":["https://openalex.org/I116953780"],"apc_list":null,"apc_paid":null,"fwci":1.4695,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.8451622,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"442","last_page":"451"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9114000201225281,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/collaborative-filtering","display_name":"Collaborative filtering","score":0.9226711392402649},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8018901348114014},{"id":"https://openalex.org/keywords/spark","display_name":"SPARK (programming language)","score":0.7768230438232422},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.762191653251648},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.7018862962722778},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.6987861394882202},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5285875797271729},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.48188644647598267},{"id":"https://openalex.org/keywords/geographic-coordinate-system","display_name":"Geographic coordinate system","score":0.4610665440559387},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4596083164215088},{"id":"https://openalex.org/keywords/cluster","display_name":"Cluster (spacecraft)","score":0.4217034578323364},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4108232259750366},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.18782487511634827},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1674014925956726}],"concepts":[{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.9226711392402649},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8018901348114014},{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.7768230438232422},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.762191653251648},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.7018862962722778},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.6987861394882202},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5285875797271729},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.48188644647598267},{"id":"https://openalex.org/C123046963","wikidata":"https://www.wikidata.org/wiki/Q22664","display_name":"Geographic coordinate system","level":2,"score":0.4610665440559387},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4596083164215088},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.4217034578323364},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4108232259750366},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.18782487511634827},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1674014925956726},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-981-10-2663-8_46","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-981-10-2663-8_46","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"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":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.1007/978-981-10-2663-8_46","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-981-10-2663-8_46","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"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":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":3,"referenced_works":["https://openalex.org/W2022350709","https://openalex.org/W2096762662","https://openalex.org/W2162476584"],"related_works":["https://openalex.org/W1484355083","https://openalex.org/W2772628444","https://openalex.org/W4220714703","https://openalex.org/W2735929803","https://openalex.org/W2170391450","https://openalex.org/W2098758514","https://openalex.org/W3008845055","https://openalex.org/W2041004656","https://openalex.org/W135044020","https://openalex.org/W4376854386"],"abstract_inverted_index":{"Personalized":[0],"recommendation":[1,39],"system":[2],"is":[3,48,81],"an":[4],"important":[5],"means":[6],"for":[7],"people":[8],"to":[9,31],"get":[10],"interested":[11],"information":[12],"and":[13,55,62],"product":[14],"quickly.":[15],"This":[16],"traditional":[17],"user-based":[18],"collaborative":[19,37,89],"filtering":[20,38,90],"algorithm":[21,40,78],"cost":[22],"too":[23],"much":[24],"computation":[25],"on":[26,42,79],"similarity":[27,65],"calculation.":[28],"In":[29,50],"order":[30],"solve":[32],"this":[33,51,76],"problem,":[34],"a":[35],"new":[36],"based":[41],"K-Means":[43],"clustering":[44],"of":[45,57,66,75],"user\u2019s":[46],"attributes":[47],"proposed.":[49],"algorithm,":[52],"the":[53,64,86],"longitude":[54],"latitude":[56],"users\u2019":[58,67],"are":[59,68],"first":[60],"clustered,":[61],"then":[63],"calculated":[69],"within":[70],"each":[71],"cluster.":[72],"Finally,":[73],"parallelization":[74],"proposed":[77],"Spark":[80],"implemented.":[82],"Experiments":[83],"show":[84],"that":[85],"user":[87],"attributes-based":[88],"has":[91],"satisfied":[92],"performance.":[93]},"counts_by_year":[{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}