{"id":"https://openalex.org/W2921194003","doi":"https://doi.org/10.1109/infcomw.2019.8845225","title":"Using Machine Learning and Big Data Analytics to Prioritize Outpatients in HetNets","display_name":"Using Machine Learning and Big Data Analytics to Prioritize Outpatients in HetNets","publication_year":2019,"publication_date":"2019-04-01","ids":{"openalex":"https://openalex.org/W2921194003","doi":"https://doi.org/10.1109/infcomw.2019.8845225","mag":"2921194003"},"language":"en","primary_location":{"id":"doi:10.1109/infcomw.2019.8845225","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infcomw.2019.8845225","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2019 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1903.06045","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062970712","display_name":"Mohammed S. Hadi","orcid":"https://orcid.org/0000-0003-1422-5254"},"institutions":[{"id":"https://openalex.org/I130828816","display_name":"University of Leeds","ror":"https://ror.org/024mrxd33","country_code":"GB","type":"education","lineage":["https://openalex.org/I130828816"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Mohammed Hadi","raw_affiliation_strings":["School of Electronic and Electrical Engineering, University of Leeds, Leeds, United Kingdom","University of Leeds"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Electrical Engineering, University of Leeds, Leeds, United Kingdom","institution_ids":["https://openalex.org/I130828816"]},{"raw_affiliation_string":"University of Leeds","institution_ids":["https://openalex.org/I130828816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068999131","display_name":"Ahmed Q. Lawey","orcid":"https://orcid.org/0000-0003-3571-4110"},"institutions":[{"id":"https://openalex.org/I130828816","display_name":"University of Leeds","ror":"https://ror.org/024mrxd33","country_code":"GB","type":"education","lineage":["https://openalex.org/I130828816"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ahmed Lawey","raw_affiliation_strings":["School of Electronic and Electrical Engineering, University of Leeds, Leeds, United Kingdom","University of Leeds"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Electrical Engineering, University of Leeds, Leeds, United Kingdom","institution_ids":["https://openalex.org/I130828816"]},{"raw_affiliation_string":"University of Leeds","institution_ids":["https://openalex.org/I130828816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090289685","display_name":"Taisir E. H. El-Gorashi","orcid":"https://orcid.org/0000-0001-9744-1790"},"institutions":[{"id":"https://openalex.org/I130828816","display_name":"University of Leeds","ror":"https://ror.org/024mrxd33","country_code":"GB","type":"education","lineage":["https://openalex.org/I130828816"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Taisir El-Gorashi","raw_affiliation_strings":["School of Electronic and Electrical Engineering, University of Leeds, Leeds, United Kingdom","University of Leeds"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Electrical Engineering, University of Leeds, Leeds, United Kingdom","institution_ids":["https://openalex.org/I130828816"]},{"raw_affiliation_string":"University of Leeds","institution_ids":["https://openalex.org/I130828816"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088539425","display_name":"Jaafar M. H. Elmirghani","orcid":"https://orcid.org/0000-0002-3319-9103"},"institutions":[{"id":"https://openalex.org/I130828816","display_name":"University of Leeds","ror":"https://ror.org/024mrxd33","country_code":"GB","type":"education","lineage":["https://openalex.org/I130828816"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jaafar Elmirghani","raw_affiliation_strings":["School of Electronic and Electrical Engineering, University of Leeds, Leeds, United Kingdom","University of Leeds"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Electrical Engineering, University of Leeds, Leeds, United Kingdom","institution_ids":["https://openalex.org/I130828816"]},{"raw_affiliation_string":"University of Leeds","institution_ids":["https://openalex.org/I130828816"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5062970712"],"corresponding_institution_ids":["https://openalex.org/I130828816"],"apc_list":null,"apc_paid":null,"fwci":0.1854,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.52618476,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"132","issue":null,"first_page":"726","last_page":"731"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9965000152587891,"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"}},"topics":[{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9965000152587891,"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/T11932","display_name":"Wireless Body Area Networks","score":0.9879999756813049,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9861000180244446,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7355273962020874},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.4689925014972687},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.46150925755500793},{"id":"https://openalex.org/keywords/heterogeneous-network","display_name":"Heterogeneous network","score":0.44543060660362244},{"id":"https://openalex.org/keywords/integer-programming","display_name":"Integer programming","score":0.4262572228908539},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.41546037793159485},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41260457038879395},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3214510679244995},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3151235580444336},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.23322543501853943},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.17550164461135864},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.15704187750816345},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.09367913007736206}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7355273962020874},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4689925014972687},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.46150925755500793},{"id":"https://openalex.org/C158207573","wikidata":"https://www.wikidata.org/wiki/Q5747224","display_name":"Heterogeneous network","level":4,"score":0.44543060660362244},{"id":"https://openalex.org/C56086750","wikidata":"https://www.wikidata.org/wiki/Q6042592","display_name":"Integer programming","level":2,"score":0.4262572228908539},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.41546037793159485},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41260457038879395},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3214510679244995},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3151235580444336},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.23322543501853943},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.17550164461135864},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.15704187750816345},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.09367913007736206}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/infcomw.2019.8845225","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infcomw.2019.8845225","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2019 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.whiterose.ac.uk:143683","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306400854","display_name":"White Rose Research Online (University of Leeds, The University of Sheffield, University of York)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2800616092","host_organization_name":"White Rose University Consortium","host_organization_lineage":["https://openalex.org/I2800616092"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Proceedings Paper"},{"id":"pmh:oai:arXiv.org:1903.06045","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1903.06045","pdf_url":"https://arxiv.org/pdf/1903.06045","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},{"id":"mag:2921194003","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/1903.06045","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.1903.06045","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1903.06045","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1903.06045","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1903.06045","pdf_url":"https://arxiv.org/pdf/1903.06045","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2995055066","display_name":null,"funder_award_id":"EP/K016873/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G5262573637","display_name":null,"funder_award_id":"EP/D076676/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G6002839104","display_name":null,"funder_award_id":"EP/H040536/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W157072875","https://openalex.org/W193120019","https://openalex.org/W1138516980","https://openalex.org/W1532110920","https://openalex.org/W1605844890","https://openalex.org/W1963249599","https://openalex.org/W1965147469","https://openalex.org/W1967605202","https://openalex.org/W1989976389","https://openalex.org/W1994166886","https://openalex.org/W2004910511","https://openalex.org/W2014589577","https://openalex.org/W2051598652","https://openalex.org/W2064130880","https://openalex.org/W2080737605","https://openalex.org/W2093854370","https://openalex.org/W2099692426","https://openalex.org/W2120419969","https://openalex.org/W2120751691","https://openalex.org/W2147273498","https://openalex.org/W2171665309","https://openalex.org/W2294599283","https://openalex.org/W2509136010","https://openalex.org/W2613636979","https://openalex.org/W2617110182","https://openalex.org/W2768229290","https://openalex.org/W2775876068","https://openalex.org/W2784643306","https://openalex.org/W2904030287","https://openalex.org/W4214555614","https://openalex.org/W4240438373","https://openalex.org/W6684989136"],"related_works":["https://openalex.org/W2952431697","https://openalex.org/W3081910517","https://openalex.org/W152508894","https://openalex.org/W3182946142","https://openalex.org/W3093818185","https://openalex.org/W3178503712","https://openalex.org/W2886134649","https://openalex.org/W2996604644","https://openalex.org/W3047264405","https://openalex.org/W2949585619","https://openalex.org/W3074294383","https://openalex.org/W2791038261","https://openalex.org/W2921174958","https://openalex.org/W2945142273","https://openalex.org/W2962737505","https://openalex.org/W2910400315","https://openalex.org/W2578329331","https://openalex.org/W1998027131","https://openalex.org/W2908273039","https://openalex.org/W3131153851"],"abstract_inverted_index":{"In":[0],"this":[1,67,81],"paper,":[2],"we":[3,129,162,193],"introduce":[4],"machine":[5,68],"learning":[6,69],"approaches":[7,132],"that":[8,27,57],"are":[9],"used":[10],"to":[11,16,31,40,71,95,105,113,133,176,183,201],"prioritize":[12],"outpatients":[13],"(OP)":[14],"according":[15,30,94,200],"their":[17,99,110,190],"current":[18,60,100],"health":[19,101],"state,":[20,102],"resulting":[21],"in":[22,80,141,170,203],"self-optimizing":[23],"heterogeneous":[24],"networks":[25],"(HetNet)":[26],"intelligently":[28],"adapt":[29],"users'":[32],"needs.":[33],"We":[34,65],"use":[35,66],"a":[36,76,122,139,146,154],"na\u00efve":[37],"Bayesian":[38],"classifier":[39],"analyze":[41],"data":[42,49,112],"acquired":[43],"from":[44,50],"OPs'":[45,205],"medical":[46,51,78,116,177,206],"records,":[47],"alongside":[48],"Internet":[52],"of":[53,62,75,98,138,143,166,172,189],"Things":[54],"(IoT)":[55],"sensors":[56],"provide":[58],"the":[59,63,73,96,114,135,164,167,181,185,204],"state":[61],"OP.":[64],"algorithm":[70],"calculate":[72],"likelihood":[74],"life-threatening":[77],"condition,":[79],"case":[82],"an":[83],"imminent":[84],"stroke.":[85],"An":[86],"OP":[87],"is":[88],"assigned":[89],"high-powered":[90],"resource":[91],"blocks":[92],"(RBs)":[93],"seriousness":[97],"enabling":[103,180],"them":[104],"remain":[106],"connected":[107],"and":[108,153,187],"send":[109],"critical":[111],"designated":[115],"facility":[117],"with":[118],"minimal":[119],"delay.":[120],"Using":[121,159],"mixed":[123],"integer":[124],"linear":[125],"programming":[126],"formulation":[127],"(MILP),":[128],"present":[130],"two":[131],"optimizing":[134],"uplink":[136],"side":[137],"HetNet":[140],"terms":[142,171],"user-RB":[144],"assignment:":[145],"Weighted":[147],"Sum":[148],"Rate":[149],"Maximization":[150],"(WSRMax)":[151],"approach":[152],"Proportional":[155],"Fairness":[156],"(PF)":[157],"approach.":[158],"these":[160],"approaches,":[161],"illustrate":[163],"utility":[165],"proposed":[168],"system":[169,196],"providing":[173],"reliable":[174],"connectivity":[175],"IoT":[178],"sensors,":[179],"OPs":[182],"maintain":[184],"quality":[186],"speed":[188],"connection.":[191],"Moreover,":[192],"demonstrate":[194],"how":[195],"response":[197],"can":[198],"change":[199],"alterations":[202],"conditions.":[207]},"counts_by_year":[{"year":2020,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
