{"id":"https://openalex.org/W2961840197","doi":"https://doi.org/10.1109/icc.2019.8761416","title":"DLRS: Deep Learning-Based Recommender System for Smart Healthcare Ecosystem","display_name":"DLRS: Deep Learning-Based Recommender System for Smart Healthcare Ecosystem","publication_year":2019,"publication_date":"2019-05-01","ids":{"openalex":"https://openalex.org/W2961840197","doi":"https://doi.org/10.1109/icc.2019.8761416","mag":"2961840197"},"language":"en","primary_location":{"id":"doi:10.1109/icc.2019.8761416","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc.2019.8761416","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2019 - 2019 IEEE International Conference on Communications (ICC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://eprints.lancs.ac.uk/id/eprint/136299/1/DLSR_ICC.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036704324","display_name":"Gagangeet Singh Aujla","orcid":"https://orcid.org/0000-0002-2870-8938"},"institutions":[{"id":"https://openalex.org/I101407740","display_name":"Chandigarh University","ror":"https://ror.org/05t4pvx35","country_code":"IN","type":"education","lineage":["https://openalex.org/I101407740"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Gagangeet Singh Aujla","raw_affiliation_strings":["Computer Science & Engineering Department, Chandigarh University, Punjab, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science & Engineering Department, Chandigarh University, Punjab, India","institution_ids":["https://openalex.org/I101407740"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063414144","display_name":"Anish Jindal","orcid":"https://orcid.org/0000-0002-3052-2892"},"institutions":[{"id":"https://openalex.org/I67415387","display_name":"Lancaster University","ror":"https://ror.org/04f2nsd36","country_code":"GB","type":"education","lineage":["https://openalex.org/I67415387"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Anish Jindal","raw_affiliation_strings":["School of Computing and Communications, Lancaster University, Lancaster, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing and Communications, Lancaster University, Lancaster, UK","institution_ids":["https://openalex.org/I67415387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086598229","display_name":"Rajat Chaudhary","orcid":"https://orcid.org/0000-0002-6554-918X"},"institutions":[{"id":"https://openalex.org/I162030827","display_name":"Thapar Institute of Engineering & Technology","ror":"https://ror.org/00wdq3744","country_code":"IN","type":"education","lineage":["https://openalex.org/I162030827"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rajat Chaudhary","raw_affiliation_strings":["Computer Science and Engineering Department, Thapar Institute of Engineering and Technology, Patiala, Punjab, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering Department, Thapar Institute of Engineering and Technology, Patiala, Punjab, India","institution_ids":["https://openalex.org/I162030827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100409306","display_name":"Neeraj Kumar","orcid":"https://orcid.org/0000-0002-3020-3947"},"institutions":[{"id":"https://openalex.org/I162030827","display_name":"Thapar Institute of Engineering & Technology","ror":"https://ror.org/00wdq3744","country_code":"IN","type":"education","lineage":["https://openalex.org/I162030827"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Neeraj Kumar","raw_affiliation_strings":["Computer Science and Engineering Department, Thapar Institute of Engineering and Technology, Patiala, Punjab, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering Department, Thapar Institute of Engineering and Technology, Patiala, Punjab, India","institution_ids":["https://openalex.org/I162030827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108273001","display_name":"Sahil Vashist","orcid":null},"institutions":[{"id":"https://openalex.org/I162030827","display_name":"Thapar Institute of Engineering & Technology","ror":"https://ror.org/00wdq3744","country_code":"IN","type":"education","lineage":["https://openalex.org/I162030827"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sahil Vashist","raw_affiliation_strings":["Computer Science and Engineering Department, Thapar Institute of Engineering and Technology, Patiala, Punjab, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering Department, Thapar Institute of Engineering and Technology, Patiala, Punjab, India","institution_ids":["https://openalex.org/I162030827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100662576","display_name":"Neeraj Sharma","orcid":"https://orcid.org/0009-0001-2327-5141"},"institutions":[{"id":"https://openalex.org/I114972647","display_name":"University of Jordan","ror":"https://ror.org/05k89ew48","country_code":"JO","type":"education","lineage":["https://openalex.org/I114972647"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Neeraj Sharma","raw_affiliation_strings":["King Abdullah II School of Information Technology, University of Jordan, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"King Abdullah II School of Information Technology, University of Jordan, Jordan","institution_ids":["https://openalex.org/I114972647"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051195514","display_name":"Mohammad S. Obaidat","orcid":"https://orcid.org/0000-0002-1569-9657"},"institutions":[{"id":"https://openalex.org/I101407740","display_name":"Chandigarh University","ror":"https://ror.org/05t4pvx35","country_code":"IN","type":"education","lineage":["https://openalex.org/I101407740"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Mohammad S. Obaidat","raw_affiliation_strings":["Comput. Sci. & Eng. Dept., Chandigarh Univ., Chandigarh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Comput. Sci. & Eng. Dept., Chandigarh Univ., Chandigarh, India","institution_ids":["https://openalex.org/I101407740"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":48,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9764000177383423,"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/computer-science","display_name":"Computer science","score":0.8057077527046204},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.7844537496566772},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.592616617679596},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5605834126472473},{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.4878092110157013},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4789429306983948},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4448888301849365},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4390036165714264},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.427706241607666},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.42702171206474304},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4007580578327179},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.32765528559684753}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8057077527046204},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7844537496566772},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.592616617679596},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5605834126472473},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.4878092110157013},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4789429306983948},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4448888301849365},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4390036165714264},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.427706241607666},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.42702171206474304},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4007580578327179},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32765528559684753},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/icc.2019.8761416","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc.2019.8761416","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2019 - 2019 IEEE International Conference on Communications (ICC)","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.lancs.ac.uk:136299","is_oa":true,"landing_page_url":null,"pdf_url":"https://eprints.lancs.ac.uk/id/eprint/136299/1/DLSR_ICC.pdf","source":{"id":"https://openalex.org/S4306401916","display_name":"Lancaster EPrints (Lancaster University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67415387","host_organization_name":"Lancaster University","host_organization_lineage":["https://openalex.org/I67415387"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Contribution in Book/Report/Proceedings"},{"id":"pmh:oai:durham-repository.worktribe.com:1139706","is_oa":true,"landing_page_url":"https://durham-repository.worktribe.com/output/1139706","pdf_url":null,"source":{"id":"https://openalex.org/S4306400188","display_name":"Durham Research Online (Durham University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I190082696","host_organization_name":"Durham University","host_organization_lineage":["https://openalex.org/I190082696"],"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":null,"raw_type":"Presentation / Conference Contribution"}],"best_oa_location":{"id":"pmh:oai:eprints.lancs.ac.uk:136299","is_oa":true,"landing_page_url":null,"pdf_url":"https://eprints.lancs.ac.uk/id/eprint/136299/1/DLSR_ICC.pdf","source":{"id":"https://openalex.org/S4306401916","display_name":"Lancaster EPrints (Lancaster University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67415387","host_organization_name":"Lancaster University","host_organization_lineage":["https://openalex.org/I67415387"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Contribution in Book/Report/Proceedings"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2961840197.pdf","grobid_xml":"https://content.openalex.org/works/W2961840197.grobid-xml"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W776210257","https://openalex.org/W1616262590","https://openalex.org/W1997035197","https://openalex.org/W2042203976","https://openalex.org/W2167657841","https://openalex.org/W2546812622","https://openalex.org/W2551680960","https://openalex.org/W2605522824","https://openalex.org/W2610135452","https://openalex.org/W2741089866","https://openalex.org/W2742631220","https://openalex.org/W2743321735","https://openalex.org/W2792581847","https://openalex.org/W2794295488","https://openalex.org/W2796495462","https://openalex.org/W3102431071","https://openalex.org/W7028310003"],"related_works":["https://openalex.org/W2165912799","https://openalex.org/W2735662278","https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3193565141","https://openalex.org/W3133861977","https://openalex.org/W2951211570","https://openalex.org/W3167935049","https://openalex.org/W3103566983","https://openalex.org/W3029198973"],"abstract_inverted_index":{"Nowadays,":[0],"the":[1,26,31,39,49,109,125,139,143,162,167,171,174],"conventional":[2],"healthcare":[3,12,18,23,44,104],"domain":[4],"has":[5],"witnessed":[6],"a":[7,113,129,150],"paradigm":[8],"shift":[9],"towards":[10],"patient-driven":[11],"4.0":[13],"ecosystem.":[14,105],"In":[15],"this":[16,86],"direction,":[17],"recommender":[19,45],"systems":[20],"provide":[21],"ubiquitous":[22],"services":[24],"to":[25,179],"end":[27],"users":[28],"even":[29],"on":[30,142],"move.":[32],"However,":[33],"there":[34],"are":[35],"various":[36],"challenges":[37,51],"for":[38,69,102,120,136,158],"design":[40],"of":[41,48,57,76,138,145,173],"patient":[42,140,163],"driven":[43],"systems.":[46],"Some":[47],"major":[50],"are:":[52],"a)":[53,112],"handling":[54],"huge":[55],"amount":[56],"data":[58,71],"generated":[59],"by":[60],"smart":[61,103],"devices":[62],"and":[63,73,79,148],"sensors,":[64],"b)":[65,128],"dynamic":[66],"network":[67,153],"management":[68],"real-time":[70],"transmission,":[72],"c)":[74,149],"lack":[75],"knowledge":[77],"gathering":[78],"aggregation":[80],"methods.":[81],"For":[82],"these":[83],"reasons,":[84],"in":[85,108,124,177],"paper;":[87],"DLRS:":[88],"A":[89],"Deep":[90],"Learning":[91],"based":[92,154],"Recommender":[93],"System":[94],"using":[95],"software":[96],"defined":[97],"networking":[98],"(SDN)":[99],"is":[100,118,134,156],"designed":[101,157],"DLSR":[106],"works":[107],"following":[110],"phases:":[111],"tensor-based":[114],"dimensionality":[115],"reduction":[116],"algorithm":[117],"proposed":[119,175],"removing":[121],"unwanted":[122],"dimensions":[123],"acquired":[126],"data,":[127],"decision":[130],"tree-based":[131],"classification":[132],"scheme":[133,176],"presented":[135],"categorization":[137],"queries":[141],"basis":[144],"different":[146],"diseases,":[147],"convolutional":[151],"neural":[152],"system":[155],"providing":[159],"recommendations":[160],"about":[161],"health.":[164],"On":[165],"evaluation,":[166],"results":[168],"obtained":[169],"prove":[170],"superiority":[172],"contrast":[178],"existing":[180],"competing":[181],"schemes.":[182]},"counts_by_year":[{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":11},{"year":2020,"cited_by_count":12}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
