{"id":"https://openalex.org/W7119502248","doi":"https://doi.org/10.1007/s42979-025-04701-y","title":"Addressing Data Scarcity in Diabetes Prediction: Feature Importance-Guided MixUp Augmentation for Tabular Data","display_name":"Addressing Data Scarcity in Diabetes Prediction: Feature Importance-Guided MixUp Augmentation for Tabular Data","publication_year":2026,"publication_date":"2026-01-09","ids":{"openalex":"https://openalex.org/W7119502248","doi":"https://doi.org/10.1007/s42979-025-04701-y"},"language":"en","primary_location":{"id":"doi:10.1007/s42979-025-04701-y","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s42979-025-04701-y","pdf_url":null,"source":{"id":"https://openalex.org/S4210174798","display_name":"SN Computer Science","issn_l":"2661-8907","issn":["2661-8907","2662-995X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SN Computer Science","raw_type":"journal-article"},"type":"article","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/A5122378311","display_name":"B. Aruna Devi","orcid":null},"institutions":[{"id":"https://openalex.org/I4210144604","display_name":"ITPEnergised Group (India)","ror":"https://ror.org/04y5qg507","country_code":"IN","type":"company","lineage":["https://openalex.org/I4210114570","https://openalex.org/I4210144604"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"B. Aruna Devi","raw_affiliation_strings":["National Institute of Technology Puducherry Karaikal, Puducherry, India"],"affiliations":[{"raw_affiliation_string":"National Institute of Technology Puducherry Karaikal, Puducherry, India","institution_ids":["https://openalex.org/I4210144604"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122308909","display_name":"N. Karthik","orcid":null},"institutions":[{"id":"https://openalex.org/I4210144604","display_name":"ITPEnergised Group (India)","ror":"https://ror.org/04y5qg507","country_code":"IN","type":"company","lineage":["https://openalex.org/I4210114570","https://openalex.org/I4210144604"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"N. Karthik","raw_affiliation_strings":["National Institute of Technology Puducherry Karaikal, Puducherry, India"],"affiliations":[{"raw_affiliation_string":"National Institute of Technology Puducherry Karaikal, Puducherry, India","institution_ids":["https://openalex.org/I4210144604"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5122343565","display_name":"N. Prabakaran","orcid":null},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"N. Prabakaran","raw_affiliation_strings":["Vellore Institute of Technology, Vellore, India"],"affiliations":[{"raw_affiliation_string":"Vellore Institute of Technology, Vellore, India","institution_ids":["https://openalex.org/I876193797"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5122378311"],"corresponding_institution_ids":["https://openalex.org/I4210144604"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.07682263,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"7","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.6912000179290771,"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":0.6912000179290771,"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":0.1282999962568283,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.007899999618530273,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.7003999948501587},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6209999918937683},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.4916999936103821},{"id":"https://openalex.org/keywords/mean-absolute-error","display_name":"Mean absolute error","score":0.44780001044273376},{"id":"https://openalex.org/keywords/diabetes-mellitus","display_name":"Diabetes mellitus","score":0.44769999384880066},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.3756999969482422},{"id":"https://openalex.org/keywords/mean-absolute-percentage-error","display_name":"Mean absolute percentage error","score":0.3546999990940094}],"concepts":[{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.7003999948501587},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6209999918937683},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5907999873161316},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5852000117301941},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5720999836921692},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.4916999936103821},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4821000099182129},{"id":"https://openalex.org/C188154048","wikidata":"https://www.wikidata.org/wiki/Q6803609","display_name":"Mean absolute error","level":3,"score":0.44780001044273376},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.44769999384880066},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.3756999969482422},{"id":"https://openalex.org/C150217764","wikidata":"https://www.wikidata.org/wiki/Q6803607","display_name":"Mean absolute percentage error","level":3,"score":0.3546999990940094},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.34940001368522644},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.34619998931884766},{"id":"https://openalex.org/C109747225","wikidata":"https://www.wikidata.org/wiki/Q815758","display_name":"Scarcity","level":2,"score":0.3422999978065491},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3154999911785126},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.30809998512268066},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.265500009059906},{"id":"https://openalex.org/C18747219","wikidata":"https://www.wikidata.org/wiki/Q620994","display_name":"Standard error","level":2,"score":0.2597000002861023},{"id":"https://openalex.org/C10485038","wikidata":"https://www.wikidata.org/wiki/Q48996162","display_name":"Hyperparameter optimization","level":3,"score":0.2581999897956848}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s42979-025-04701-y","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s42979-025-04701-y","pdf_url":null,"source":{"id":"https://openalex.org/S4210174798","display_name":"SN Computer Science","issn_l":"2661-8907","issn":["2661-8907","2662-995X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SN Computer Science","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.7043633460998535,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2295598076","https://openalex.org/W2523526638","https://openalex.org/W2569214105","https://openalex.org/W2911964244","https://openalex.org/W2962760173","https://openalex.org/W2963123914","https://openalex.org/W2965097915","https://openalex.org/W3174086521","https://openalex.org/W3178109510","https://openalex.org/W4239510810","https://openalex.org/W4283761334","https://openalex.org/W4290012325","https://openalex.org/W4367834194","https://openalex.org/W4393408671","https://openalex.org/W4393948657","https://openalex.org/W4394685012","https://openalex.org/W6944027168"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-01-10T23:39:48.068659","created_date":"2026-01-09T00:00:00"}
