{"id":"https://openalex.org/W3187283743","doi":"https://doi.org/10.1109/camp51653.2021.9498106","title":"Predicting Employee Health Risks using Classification Ensemble Model","display_name":"Predicting Employee Health Risks using Classification Ensemble Model","publication_year":2021,"publication_date":"2021-06-15","ids":{"openalex":"https://openalex.org/W3187283743","doi":"https://doi.org/10.1109/camp51653.2021.9498106","mag":"3187283743"},"language":"en","primary_location":{"id":"doi:10.1109/camp51653.2021.9498106","is_oa":false,"landing_page_url":"https://doi.org/10.1109/camp51653.2021.9498106","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 Fifth International Conference on Information Retrieval and Knowledge Management (CAMP)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5046440118","display_name":"Nicholas Khin-Whai Chan","orcid":null},"institutions":[{"id":"https://openalex.org/I84339108","display_name":"Sunway University","ror":"https://ror.org/04mjt7f73","country_code":"MY","type":"education","lineage":["https://openalex.org/I84339108"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Nicholas Khin-Whai Chan","raw_affiliation_strings":["Sunway University,Department of Computing and Information Systems,Kuala Lumpur,Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sunway University,Department of Computing and Information Systems,Kuala Lumpur,Malaysia","institution_ids":["https://openalex.org/I84339108"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100652517","display_name":"Angela Lee","orcid":"https://orcid.org/0000-0003-3388-2372"},"institutions":[{"id":"https://openalex.org/I84339108","display_name":"Sunway University","ror":"https://ror.org/04mjt7f73","country_code":"MY","type":"education","lineage":["https://openalex.org/I84339108"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Angela Siew-Hoong Lee","raw_affiliation_strings":["Sunway University,Department of Computing and Information Systems,Kuala Lumpur,Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sunway University,Department of Computing and Information Systems,Kuala Lumpur,Malaysia","institution_ids":["https://openalex.org/I84339108"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074213227","display_name":"Zuraini Zainol","orcid":"https://orcid.org/0000-0002-6881-7039"},"institutions":[{"id":"https://openalex.org/I55141112","display_name":"National Defence University of Malaysia","ror":"https://ror.org/00t53pv34","country_code":"MY","type":"education","lineage":["https://openalex.org/I55141112"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Zuraini Zainol","raw_affiliation_strings":["Universiti Pertahanan Nasional Malaysia,Department of Computer Science,Kuala Lumpur,Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universiti Pertahanan Nasional Malaysia,Department of Computer Science,Kuala Lumpur,Malaysia","institution_ids":["https://openalex.org/I55141112"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.0686,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.76466877,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"4","issue":null,"first_page":"52","last_page":"58"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.984499990940094,"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":0.984499990940094,"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/T13693","display_name":"Smart Systems and Machine Learning","score":0.9269000291824341,"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/T13812","display_name":"AI and HR Technologies","score":0.9136000275611877,"subfield":{"id":"https://openalex.org/subfields/1407","display_name":"Organizational Behavior and Human Resource Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.6411766409873962},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.632027804851532},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.6147633194923401},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5800336003303528},{"id":"https://openalex.org/keywords/predictive-analytics","display_name":"Predictive analytics","score":0.50629723072052},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.48848116397857666},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.4510183334350586},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4312335252761841},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.3856218159198761},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37708067893981934},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.1534879207611084}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6411766409873962},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.632027804851532},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.6147633194923401},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5800336003303528},{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.50629723072052},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.48848116397857666},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.4510183334350586},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4312335252761841},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3856218159198761},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37708067893981934},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.1534879207611084},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","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},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/camp51653.2021.9498106","is_oa":false,"landing_page_url":"https://doi.org/10.1109/camp51653.2021.9498106","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 Fifth International Conference on Information Retrieval and Knowledge Management (CAMP)","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.sunway.edu.my:1858","is_oa":false,"landing_page_url":"http://eprints.sunway.edu.my/1858/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400337","display_name":"Sunway Institutional Repository (Sunway University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I84339108","host_organization_name":"Sunway University","host_organization_lineage":["https://openalex.org/I84339108"],"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":"Conference or Workshop Item"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1567914593","https://openalex.org/W1591532398","https://openalex.org/W1723129825","https://openalex.org/W2117886026","https://openalex.org/W2120751691","https://openalex.org/W2463670378","https://openalex.org/W2500382405","https://openalex.org/W2561722332","https://openalex.org/W2611116160","https://openalex.org/W2738243764","https://openalex.org/W2760857525","https://openalex.org/W2779565479","https://openalex.org/W2793682084","https://openalex.org/W2803287810","https://openalex.org/W2888284694","https://openalex.org/W3021787434","https://openalex.org/W3022694573","https://openalex.org/W6747706046","https://openalex.org/W6754112143"],"related_works":["https://openalex.org/W4390608645","https://openalex.org/W2052370551","https://openalex.org/W4384470695","https://openalex.org/W3134840015","https://openalex.org/W2515921780","https://openalex.org/W4366979180","https://openalex.org/W2953421802","https://openalex.org/W4205647111","https://openalex.org/W4391217402","https://openalex.org/W4225142412"],"abstract_inverted_index":{"Our":[0],"planet":[1],"is":[2,14,145],"known":[3],"as":[4],"a":[5,96,148,206,217],"digital":[6],"earth,":[7],"circulating":[8],"around":[9],"data.":[10,35],"Growth":[11],"in":[12,21,62,67,103,158],"data":[13,85,162],"exponential,":[15],"leading":[16,94],"to":[17,25,42,53,77,95,98,111,115,146,152,174,190,204,215],"an":[18,166,192],"elevated":[19],"interest":[20],"Big":[22],"Data":[23],"Analytics,":[24],"collect,":[26],"store,":[27],"process,":[28],"analyze":[29,99],"and":[30,57,80,86,100,121,137,179,220],"visualize":[31],"unparalleled":[32],"amount":[33],"of":[34,124,142,182,231],"Modern":[36],"information":[37,87],"driven":[38],"society":[39],"will":[40,50,201,211],"continue":[41],"be":[43,51,169,202,225],"shaped":[44],"by":[45,89,186],"big":[46],"data,":[47],"where":[48,197],"there":[49],"potential":[52,97],"extract":[54],"meaningful":[55],"insights":[56,108],"hidden":[58],"patterns":[59,102,156],"impacting":[60],"businesses":[61],"unforeseen":[63],"measures.":[64],"Most":[65],"employers":[66],"Malaysia":[68],"provide":[69],"medical":[70,75],"benefits":[71,79],"which":[72,223],"includes":[73],"general":[74],"costs":[76],"hospitalization":[78],"insurance":[81],"coverages;":[82],"with":[83],"these":[84,107],"stored":[88],"the":[90,122,125,140,155,159,176,180,187,213],"HR":[91],"(Human":[92],"Resource),":[93],"identify":[101],"historical":[104],"claims":[105],"-":[106],"would":[109,168],"lead":[110],"improved":[112],"decision":[113],"making":[114],"better":[116,153],"understand":[117,154,175],"employee":[118,160,167],"population":[119,177],"health":[120,172,178],"usage":[123,181],"premium":[126,183],"coverage.":[127],"In":[128],"predictive":[129,199],"analysis,":[130],"common":[131],"techniques":[132],"applied":[133,226],"are":[134],"Decision":[135],"Tree":[136],"Regression.":[138],"Therefore,":[139],"aim":[141],"this":[143],"research":[144],"propose":[147],"conceptual":[149],"prediction":[150],"model":[151,210,222],"present":[157,212],"healthcare":[161],"while":[163],"predicting":[164],"if":[165],"at":[170],"any":[171],"risks":[173],"coverage":[184],"provided":[185],"employer.":[188],"Additionally,":[189],"apply":[191],"ensemble":[193,209],"method":[194],"called":[195],"Stacking,":[196],"multiple":[198],"models":[200],"combined":[203],"perform":[205],"prediction.":[207],"An":[208],"opportunity":[214],"build":[216],"more":[218],"robust":[219],"accurate":[221],"could":[224],"across":[227],"various":[228],"industries":[229],"instead":[230],"being":[232],"industry":[233],"specific.":[234]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-08-25T07:29:55.448023","created_date":"2025-10-10T00:00:00"}