{"id":"https://openalex.org/W3207582367","doi":"https://doi.org/10.1155/2021/4066267","title":"Research and Application of Film and Television Literature Recommendation Based on Secure Internet of Things and Machine Learning","display_name":"Research and Application of Film and Television Literature Recommendation Based on Secure Internet of Things and Machine Learning","publication_year":2021,"publication_date":"2021-10-15","ids":{"openalex":"https://openalex.org/W3207582367","doi":"https://doi.org/10.1155/2021/4066267","mag":"3207582367"},"language":"en","primary_location":{"id":"doi:10.1155/2021/4066267","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/4066267","pdf_url":"https://downloads.hindawi.com/journals/misy/2021/4066267.pdf","source":{"id":"https://openalex.org/S152111507","display_name":"Mobile Information Systems","issn_l":"1574-017X","issn":["1574-017X","1875-905X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Mobile Information Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/misy/2021/4066267.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5038329820","display_name":"Jieqiong Zhou","orcid":"https://orcid.org/0000-0002-4453-8481"},"institutions":[{"id":"https://openalex.org/I2799614505","display_name":"University of Perpetual Help System DALTA","ror":"https://ror.org/05vx7wd63","country_code":"PH","type":"education","lineage":["https://openalex.org/I2799614505"]},{"id":"https://openalex.org/I4210162994","display_name":"Xijing University","ror":"https://ror.org/05xsjkb63","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162994"]}],"countries":["CN","PH"],"is_corresponding":false,"raw_author_name":"Jieqiong Zhou","raw_affiliation_strings":["Graduate School, The University of Perpetual Help System DALTA, Las Pi\u00f1as Campus, Las Pi\u00f1as City 1740, Philippines","School of Marxism, Xijing University, Xi\u2019an 710123, Shaanxi, China","School of Marxism, Xijing University, Xi'an 710123, Shaanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graduate School, The University of Perpetual Help System DALTA, Las Pi\u00f1as Campus, Las Pi\u00f1as City 1740, Philippines","institution_ids":["https://openalex.org/I2799614505"]},{"raw_affiliation_string":"School of Marxism, Xijing University, Xi\u2019an 710123, Shaanxi, China","institution_ids":["https://openalex.org/I4210162994"]},{"raw_affiliation_string":"School of Marxism, Xijing University, Xi'an 710123, Shaanxi, China","institution_ids":["https://openalex.org/I4210162994"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040546909","display_name":"Zhenhua Wei","orcid":"https://orcid.org/0000-0001-9811-920X"},"institutions":[{"id":"https://openalex.org/I2799614505","display_name":"University of Perpetual Help System DALTA","ror":"https://ror.org/05vx7wd63","country_code":"PH","type":"education","lineage":["https://openalex.org/I2799614505"]},{"id":"https://openalex.org/I4210122526","display_name":"Xi'an Siyuan University","ror":"https://ror.org/02nddbr13","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210122526"]}],"countries":["CN","PH"],"is_corresponding":true,"raw_author_name":"Zhenhua Wei","raw_affiliation_strings":["Faculty of Education, Xi\u2019an Siyuan University, Xi\u2019an 710038, Shaanxi, China","Graduate School, The University of Perpetual Help System DALTA, Las Pi\u00f1as Campus, Las Pi\u00f1as City 1740, Philippines"],"raw_orcid":"https://orcid.org/0000-0001-9811-920X","affiliations":[{"raw_affiliation_string":"Faculty of Education, Xi\u2019an Siyuan University, Xi\u2019an 710038, Shaanxi, China","institution_ids":["https://openalex.org/I4210122526"]},{"raw_affiliation_string":"Graduate School, The University of Perpetual Help System DALTA, Las Pi\u00f1as Campus, Las Pi\u00f1as City 1740, Philippines","institution_ids":["https://openalex.org/I2799614505"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015184622","display_name":"Bin Peng","orcid":"https://orcid.org/0000-0001-5672-2086"},"institutions":[{"id":"https://openalex.org/I2799614505","display_name":"University of Perpetual Help System DALTA","ror":"https://ror.org/05vx7wd63","country_code":"PH","type":"education","lineage":["https://openalex.org/I2799614505"]},{"id":"https://openalex.org/I4210122526","display_name":"Xi'an Siyuan University","ror":"https://ror.org/02nddbr13","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210122526"]}],"countries":["CN","PH"],"is_corresponding":false,"raw_author_name":"Bin Peng","raw_affiliation_strings":["Faculty of Education, Xi\u2019an Siyuan University, Xi\u2019an 710038, Shaanxi, China","Graduate School, The University of Perpetual Help System DALTA, Las Pi\u00f1as Campus, Las Pi\u00f1as City 1740, Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Education, Xi\u2019an Siyuan University, Xi\u2019an 710038, Shaanxi, China","institution_ids":["https://openalex.org/I4210122526"]},{"raw_affiliation_string":"Graduate School, The University of Perpetual Help System DALTA, Las Pi\u00f1as Campus, Las Pi\u00f1as City 1740, Philippines","institution_ids":["https://openalex.org/I2799614505"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074269607","display_name":"Fangchun Chi","orcid":null},"institutions":[{"id":"https://openalex.org/I4210162994","display_name":"Xijing University","ror":"https://ror.org/05xsjkb63","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162994"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fangchun Chi","raw_affiliation_strings":["School of Marxism, Xijing University, Xi\u2019an 710123, Shaanxi, China","School of Marxism, Xijing University, Xi'an 710123, Shaanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Marxism, Xijing University, Xi\u2019an 710123, Shaanxi, China","institution_ids":["https://openalex.org/I4210162994"]},{"raw_affiliation_string":"School of Marxism, Xijing University, Xi'an 710123, Shaanxi, China","institution_ids":["https://openalex.org/I4210162994"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5040546909"],"corresponding_institution_ids":["https://openalex.org/I2799614505","https://openalex.org/I4210122526"],"apc_list":{"value":2100,"currency":"USD","value_usd":2100},"apc_paid":{"value":2100,"currency":"USD","value_usd":2100},"fwci":0.2033,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.52182213,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":"2021","issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13918","display_name":"Advanced Data and IoT Technologies","score":0.9815000295639038,"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/T13918","display_name":"Advanced Data and IoT Technologies","score":0.9815000295639038,"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/T14254","display_name":"Digital Media and Visual Art","score":0.9783999919891357,"subfield":{"id":"https://openalex.org/subfields/1704","display_name":"Computer Graphics and Computer-Aided Design"},"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/T14413","display_name":"Advanced Technologies in Various Fields","score":0.9703999757766724,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/movielens","display_name":"MovieLens","score":0.9859051704406738},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.770442008972168},{"id":"https://openalex.org/keywords/bipartite-graph","display_name":"Bipartite graph","score":0.6733838319778442},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6088963747024536},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.598276674747467},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.578691840171814},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.5311892032623291},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.5290628671646118},{"id":"https://openalex.org/keywords/word2vec","display_name":"Word2vec","score":0.47986525297164917},{"id":"https://openalex.org/keywords/k-nearest-neighbors-algorithm","display_name":"k-nearest neighbors algorithm","score":0.4345168471336365},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.41803091764450073},{"id":"https://openalex.org/keywords/collaborative-filtering","display_name":"Collaborative filtering","score":0.4174370765686035},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.41395992040634155},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3960510790348053},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.23897624015808105},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.13097572326660156}],"concepts":[{"id":"https://openalex.org/C2776156558","wikidata":"https://www.wikidata.org/wiki/Q4353746","display_name":"MovieLens","level":4,"score":0.9859051704406738},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.770442008972168},{"id":"https://openalex.org/C197657726","wikidata":"https://www.wikidata.org/wiki/Q174733","display_name":"Bipartite graph","level":3,"score":0.6733838319778442},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6088963747024536},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.598276674747467},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.578691840171814},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.5311892032623291},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.5290628671646118},{"id":"https://openalex.org/C2776461190","wikidata":"https://www.wikidata.org/wiki/Q22673982","display_name":"Word2vec","level":3,"score":0.47986525297164917},{"id":"https://openalex.org/C113238511","wikidata":"https://www.wikidata.org/wiki/Q1071612","display_name":"k-nearest neighbors algorithm","level":2,"score":0.4345168471336365},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.41803091764450073},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.4174370765686035},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.41395992040634155},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3960510790348053},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.23897624015808105},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.13097572326660156},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"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":2,"locations":[{"id":"doi:10.1155/2021/4066267","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/4066267","pdf_url":"https://downloads.hindawi.com/journals/misy/2021/4066267.pdf","source":{"id":"https://openalex.org/S152111507","display_name":"Mobile Information Systems","issn_l":"1574-017X","issn":["1574-017X","1875-905X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Mobile Information Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:b539b0407e4e486fad70c83c374979f1","is_oa":true,"landing_page_url":"https://doaj.org/article/b539b0407e4e486fad70c83c374979f1","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Mobile Information Systems, Vol 2021 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2021/4066267","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/4066267","pdf_url":"https://downloads.hindawi.com/journals/misy/2021/4066267.pdf","source":{"id":"https://openalex.org/S152111507","display_name":"Mobile Information Systems","issn_l":"1574-017X","issn":["1574-017X","1875-905X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Mobile Information Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3207582367.pdf","grobid_xml":"https://content.openalex.org/works/W3207582367.grobid-xml"},"referenced_works_count":14,"referenced_works":["https://openalex.org/W2058867842","https://openalex.org/W2062978452","https://openalex.org/W2134295053","https://openalex.org/W2359344853","https://openalex.org/W2420491194","https://openalex.org/W2549452857","https://openalex.org/W2608418534","https://openalex.org/W2931433319","https://openalex.org/W2965984318","https://openalex.org/W3029255206","https://openalex.org/W3177193837","https://openalex.org/W4235256773","https://openalex.org/W6737050652","https://openalex.org/W7061593060"],"related_works":["https://openalex.org/W2402445420","https://openalex.org/W2075040002","https://openalex.org/W3171453015","https://openalex.org/W2186037965","https://openalex.org/W2587096461","https://openalex.org/W4320887289","https://openalex.org/W2152732186","https://openalex.org/W2986679525","https://openalex.org/W2161485269","https://openalex.org/W2355698112"],"abstract_inverted_index":{"Film":[0],"and":[1,17,25,41,50,59,73,82,97,109,152,169,177],"television":[2,60],"literature":[3],"recommendation":[4,51,56,69,134],"is":[5,107,116,166,181],"an":[6,172],"AI":[7],"algorithm":[8],"that":[9,122],"recommends":[10],"related":[11],"content":[12],"according":[13],"to":[14,35,53,65,71],"user":[15],"preferences":[16],"records.":[18],"The":[19,118],"wide":[20],"application":[21],"in":[22,94],"various":[23],"APPs":[24],"websites":[26],"provides":[27],"users":[28],"with":[29,127,137],"great":[30,183],"convenience.":[31],"This":[32,62,179],"article":[33],"aims":[34],"study":[36],"the":[37,67,75,89,99,103,110,123,128,133,138,141,145,155,158,162],"Internet":[38],"of":[39,57,78,101,114,140,157,174,182],"Things":[40],"machine":[42],"learning":[43],"technology,":[44],"combining":[45],"deep":[46],"learning,":[47,49],"reinforcement":[48],"algorithms,":[52],"achieve":[54],"accurate":[55],"film":[58],"literature.":[61],"paper":[63],"proposes":[64],"use":[66],"ConvMF-KNN":[68,124],"model":[70,125,143,160,180],"verify":[72],"analyze":[74],"four":[76],"models":[77],"PMF,":[79],"ConvM,":[80],"ConvMF-word2vec,":[81],"ConvMF-KNN,":[83],"respectively,":[84,171],"on":[85,144,161],"public":[86],"datasets.":[87],"Using":[88],"path":[90],"information":[91],"between":[92,105],"vertices":[93],"bipartite":[95],"graph":[96],"considering":[98],"degree":[100],"vertices,":[102],"similarity":[104],"items":[106,115],"calculated,":[108],"neighbor":[111],"item":[112],"set":[113],"obtained.":[117],"experimental":[119],"results":[120],"show":[121],"combined":[126],"KNN":[129],"idea":[130],"effectively":[131],"improves":[132],"accuracy.":[135],"Compared":[136],"accuracy":[139,156],"PMF":[142],"MovieLens":[146,149],"100":[147],"k,":[148],"1":[150],"M,":[151],"AIV":[153],"datasets,":[154],"ConvMF":[159],"above":[163],"three":[164],"datasets":[165],"5.26%,":[167],"6.31%,":[168],"26.71%,":[170],"increase":[173],"2.26%,":[175],"1.22%,":[176],"7.96%.":[178],"significance.":[184]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
