{"id":"https://openalex.org/W4395090617","doi":"https://doi.org/10.1109/iatmsi60426.2024.10502643","title":"Medical Insurance Predictive Modelling: An Analysis of Machine Learning Methods","display_name":"Medical Insurance Predictive Modelling: An Analysis of Machine Learning Methods","publication_year":2024,"publication_date":"2024-03-14","ids":{"openalex":"https://openalex.org/W4395090617","doi":"https://doi.org/10.1109/iatmsi60426.2024.10502643"},"language":"en","primary_location":{"id":"doi:10.1109/iatmsi60426.2024.10502643","doi":"https://doi.org/10.1109/iatmsi60426.2024.10502643","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iatmsi60426.2024.10502643","pdf_url":null,"source":{"id":"https://openalex.org/S7407089240","display_name":"IEEE International Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation (IATMSI)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation (IATMSI)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5004572249","display_name":"Ashok Reddy Kandula","orcid":"https://orcid.org/0000-0001-6741-8602","observed_orcids":["https://orcid.org/0000-0001-6741-8602"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ashok Reddy Kandula","raw_affiliation_strings":["Seshadri Rao Gudlavalleru Engineering College,Department of Artificial Intelligence and Data Science,Gudlavalleru,India","Department of Artificial Intelligence and Data Science, Seshadri Rao Gudlavalleru Engineering College, Gudlavalleru, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Seshadri Rao Gudlavalleru Engineering College,Department of Artificial Intelligence and Data Science,Gudlavalleru,India","institution_ids":[]},{"raw_affiliation_string":"Department of Artificial Intelligence and Data Science, Seshadri Rao Gudlavalleru Engineering College, Gudlavalleru, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014097649","display_name":"Kalyanapu Srinivas","orcid":"https://orcid.org/0000-0002-9963-3611","observed_orcids":["https://orcid.org/0000-0002-9963-3611"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Srinivas Kalyanapu","raw_affiliation_strings":["Seshadri Rao Gudlavalleru Engineering College,Department of Artificial Intelligence and Data Science,Gudlavalleru,India","Department of Artificial Intelligence and Data Science, Seshadri Rao Gudlavalleru Engineering College, Gudlavalleru, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Seshadri Rao Gudlavalleru Engineering College,Department of Artificial Intelligence and Data Science,Gudlavalleru,India","institution_ids":[]},{"raw_affiliation_string":"Department of Artificial Intelligence and Data Science, Seshadri Rao Gudlavalleru Engineering College, Gudlavalleru, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117518192","display_name":"Sai Nithin Rayapalli","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sai Nithin Rayapalli","raw_affiliation_strings":["Seshadri Rao Gudlavalleru Engineering College,Department of Artificial Intelligence and Data Science,Gudlavalleru,India","Department of Artificial Intelligence and Data Science, Seshadri Rao Gudlavalleru Engineering College, Gudlavalleru, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Seshadri Rao Gudlavalleru Engineering College,Department of Artificial Intelligence and Data Science,Gudlavalleru,India","institution_ids":[]},{"raw_affiliation_string":"Department of Artificial Intelligence and Data Science, Seshadri Rao Gudlavalleru Engineering College, Gudlavalleru, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5095866980","display_name":"Kondala Rao Veerabathina","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kondala Rao Veerabathina","raw_affiliation_strings":["Seshadri Rao Gudlavalleru Engineering College,Department of Artificial Intelligence and Data Science,Gudlavalleru,India","Department of Artificial Intelligence and Data Science, Seshadri Rao Gudlavalleru Engineering College, Gudlavalleru, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Seshadri Rao Gudlavalleru Engineering College,Department of Artificial Intelligence and Data Science,Gudlavalleru,India","institution_ids":[]},{"raw_affiliation_string":"Department of Artificial Intelligence and Data Science, Seshadri Rao Gudlavalleru Engineering College, Gudlavalleru, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5095866981","display_name":"Venkatesh Modugumudi","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Venkatesh Modugumudi","raw_affiliation_strings":["Seshadri Rao Gudlavalleru Engineering College,Department of Artificial Intelligence and Data Science,Gudlavalleru,India","Department of Artificial Intelligence and Data Science, Seshadri Rao Gudlavalleru Engineering College, Gudlavalleru, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Seshadri Rao Gudlavalleru Engineering College,Department of Artificial Intelligence and Data Science,Gudlavalleru,India","institution_ids":[]},{"raw_affiliation_string":"Department of Artificial Intelligence and Data Science, Seshadri Rao Gudlavalleru Engineering College, Gudlavalleru, India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5095866982","display_name":"Sai Ram Kanikella","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sai Ram Kanikella","raw_affiliation_strings":["Seshadri Rao Gudlavalleru Engineering College,Department of Artificial Intelligence and Data Science,Gudlavalleru,India","Department of Artificial Intelligence and Data Science, Seshadri Rao Gudlavalleru Engineering College, Gudlavalleru, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Seshadri Rao Gudlavalleru Engineering College,Department of Artificial Intelligence and Data Science,Gudlavalleru,India","institution_ids":[]},{"raw_affiliation_string":"Department of Artificial Intelligence and Data Science, Seshadri Rao Gudlavalleru Engineering College, Gudlavalleru, India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.4906,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.78919684,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9731000065803528,"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":0.9731000065803528,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.007899999618530273,"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"}},{"id":"https://openalex.org/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.0066999997943639755,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/healthcare-cost-prediction","display_name":"healthcare cost prediction","score":0.9300000071525574},{"id":"https://openalex.org/keywords/health-insurance","display_name":"health insurance","score":0.8379999995231628},{"id":"https://openalex.org/keywords/health-care-expenditure","display_name":"health care expenditure","score":0.5640000104904175},{"id":"https://openalex.org/keywords/stochastic-gradient-boosting","display_name":"stochastic gradient boosting","score":0.8159999847412109},{"id":"https://openalex.org/keywords/ensemble-regression","display_name":"ensemble regression","score":0.8190000057220459}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6910561323165894},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5573893785476685},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.453397274017334}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iatmsi60426.2024.10502643","doi":"https://doi.org/10.1109/iatmsi60426.2024.10502643","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iatmsi60426.2024.10502643","pdf_url":null,"source":{"id":"https://openalex.org/S7407089240","display_name":"IEEE International Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation (IATMSI)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation (IATMSI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.504800021648407}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W2009927598","https://openalex.org/W2127096916","https://openalex.org/W2775672315","https://openalex.org/W2987201163","https://openalex.org/W3204021295","https://openalex.org/W4291700832","https://openalex.org/W4310886887"],"related_works":["https://openalex.org/W4310886887","https://openalex.org/W4395059665","https://openalex.org/W4407757540","https://openalex.org/W4397005104","https://openalex.org/W4308572925","https://openalex.org/W4385196083","https://openalex.org/W4382343404","https://openalex.org/W4410122783","https://openalex.org/W4394830356","https://openalex.org/W4410894751"],"abstract_inverted_index":{"Predicting":[0],"healthcare":[1,13,16,42,64,79],"expenses":[2],"accurately":[3],"is":[4,75,87],"crucial":[5],"for":[6,65,95],"a":[7,91],"wide":[8],"range":[9],"of":[10,21,121],"stakeholders":[11],"and":[12,26,57,109],"institutions.":[14],"The":[15,113],"industry":[17],"generates":[18],"massive":[19],"volumes":[20],"data":[22,30],"about":[23],"patients,":[24],"symptoms,":[25],"diagnoses,":[27],"but":[28],"this":[29],"has":[31],"yet":[32],"to":[33,37,77,89],"be":[34],"thoroughly":[35],"studied":[36],"provide":[38],"insight":[39],"into":[40],"patient":[41,69],"costs.":[43],"Machine":[44],"learning":[45,84],"(ML)":[46],"may":[47],"help":[48],"enhance":[49],"policy":[50],"wording":[51],"efficiency":[52],"in":[53,63],"the":[54,111],"insurance":[55,80],"industry,":[56],"ML":[58],"algorithms":[59],"are":[60],"especially":[61],"beneficial":[62],"projecting":[66],"high-cost,":[67],"high-need":[68],"bills.":[70],"A":[71],"computational":[72],"intelligence":[73],"technique":[74,117],"used":[76],"estimate":[78],"expenditures":[81],"using":[82],"machine":[83],"algorithms.":[85],"It":[86],"difficult":[88],"choose":[90],"single":[92],"regression":[93,107],"model":[94],"predicting":[96],"health-care":[97],"costs,":[98],"thus":[99],"we":[100],"build":[101],"an":[102,119],"algorithm":[103],"that":[104],"uses":[105],"multiple":[106],"models":[108],"calculates":[110],"accuracy.":[112],"stochastic":[114],"gradient":[115],"boosting":[116],"achieves":[118],"accuracy":[120],"88.98%.":[122]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2024-04-25T00:00:00"}