{"id":"https://openalex.org/W4394011589","doi":"https://doi.org/10.1007/978-3-031-57624-9_5","title":"Optimized Machine Learning Models for\u00a0Hepatitis C Prediction: Leveraging Optuna for\u00a0Hyperparameter Tuning and\u00a0Streamlit for\u00a0Model Deployment","display_name":"Optimized Machine Learning Models for\u00a0Hepatitis C Prediction: Leveraging Optuna for\u00a0Hyperparameter Tuning and\u00a0Streamlit for\u00a0Model Deployment","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4394011589","doi":"https://doi.org/10.1007/978-3-031-57624-9_5"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-57624-9_5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-57624-9_5","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"},"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/A5065404415","display_name":"Uriel Nguefack Yefou","orcid":"https://orcid.org/0000-0001-9816-4609"},"institutions":[{"id":"https://openalex.org/I4210131751","display_name":"African Institute for Mathematical Sciences","ror":"https://ror.org/03cxs0c96","country_code":"CM","type":"nonprofit","lineage":["https://openalex.org/I4210131751"]}],"countries":["CM"],"is_corresponding":true,"raw_author_name":"Uriel Nguefack Yefou","raw_affiliation_strings":["African Institute for Mathematical Sciences Cameroon, Crystal Gardens Limbe 608 South West, Limbe, Cameroon"],"raw_orcid":"https://orcid.org/0000-0001-9816-4609","affiliations":[{"raw_affiliation_string":"African Institute for Mathematical Sciences Cameroon, Crystal Gardens Limbe 608 South West, Limbe, Cameroon","institution_ids":["https://openalex.org/I4210131751"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092776605","display_name":"Pauline Ornela Megne Choudja","orcid":"https://orcid.org/0009-0001-0297-5405"},"institutions":[{"id":"https://openalex.org/I4392738150","display_name":"African Institute for Mathematical Sciences Senegal","ror":"https://ror.org/00j0w4q23","country_code":null,"type":"nonprofit","lineage":["https://openalex.org/I4392738150"]}],"countries":["SN"],"is_corresponding":false,"raw_author_name":"Pauline Ornela Megne Choudja","raw_affiliation_strings":["African Institute for Mathematical Sciences Senegal, Km2 route de Joal (IRD Center), Mbour 1418 Thies, Mbour, Senegal"],"raw_orcid":"https://orcid.org/0009-0001-0297-5405","affiliations":[{"raw_affiliation_string":"African Institute for Mathematical Sciences Senegal, Km2 route de Joal (IRD Center), Mbour 1418 Thies, Mbour, Senegal","institution_ids":["https://openalex.org/I4392738150"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5095095699","display_name":"Binta Sow","orcid":"https://orcid.org/0009-0005-8902-925X"},"institutions":[{"id":"https://openalex.org/I4392738150","display_name":"African Institute for Mathematical Sciences Senegal","ror":"https://ror.org/00j0w4q23","country_code":null,"type":"nonprofit","lineage":["https://openalex.org/I4392738150"]}],"countries":["SN"],"is_corresponding":false,"raw_author_name":"Binta Sow","raw_affiliation_strings":["African Institute for Mathematical Sciences Senegal, Km2 route de Joal (IRD Center), Mbour 1418 Thies, Mbour, Senegal"],"raw_orcid":"https://orcid.org/0009-0005-8902-925X","affiliations":[{"raw_affiliation_string":"African Institute for Mathematical Sciences Senegal, Km2 route de Joal (IRD Center), Mbour 1418 Thies, Mbour, Senegal","institution_ids":["https://openalex.org/I4392738150"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5095095700","display_name":"Abduljaleel Adejumo","orcid":"https://orcid.org/0009-0006-3912-4651"},"institutions":[{"id":"https://openalex.org/I4392738150","display_name":"African Institute for Mathematical Sciences Senegal","ror":"https://ror.org/00j0w4q23","country_code":null,"type":"nonprofit","lineage":["https://openalex.org/I4392738150"]}],"countries":["SN"],"is_corresponding":false,"raw_author_name":"Abduljaleel Adejumo","raw_affiliation_strings":["African Institute for Mathematical Sciences Senegal, Km2 route de Joal (IRD Center), Mbour 1418 Thies, Mbour, Senegal"],"raw_orcid":"https://orcid.org/0009-0006-3912-4651","affiliations":[{"raw_affiliation_string":"African Institute for Mathematical Sciences Senegal, Km2 route de Joal (IRD Center), Mbour 1418 Thies, Mbour, Senegal","institution_ids":["https://openalex.org/I4392738150"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5065404415"],"corresponding_institution_ids":["https://openalex.org/I4210131751"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"88","last_page":"100"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9986000061035156,"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"}},"topics":[{"id":"https://openalex.org/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9986000061035156,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9962000250816345,"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/T10151","display_name":"Hepatitis C virus research","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/2721","display_name":"Hepatology"},"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/hyperparameter","display_name":"Hyperparameter","score":0.9071528911590576},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.7457343339920044},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6760629415512085},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5252016186714172},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47861164808273315},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.08217799663543701}],"concepts":[{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.9071528911590576},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.7457343339920044},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6760629415512085},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5252016186714172},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47861164808273315},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.08217799663543701}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-57624-9_5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-57624-9_5","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"}],"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/W172260869","https://openalex.org/W1574447377","https://openalex.org/W2042158541","https://openalex.org/W2056132907","https://openalex.org/W2144122212","https://openalex.org/W2148143831","https://openalex.org/W2295598076","https://openalex.org/W2768348081","https://openalex.org/W2911964244","https://openalex.org/W2949676527","https://openalex.org/W3094948551","https://openalex.org/W3153117632","https://openalex.org/W3196459858","https://openalex.org/W4205270419","https://openalex.org/W4233838513","https://openalex.org/W4283332123","https://openalex.org/W4313119145","https://openalex.org/W4366184506","https://openalex.org/W4378085209"],"related_works":["https://openalex.org/W2602382373","https://openalex.org/W3003615511","https://openalex.org/W3198113463","https://openalex.org/W2961085424","https://openalex.org/W4285827128","https://openalex.org/W2787698406","https://openalex.org/W2963844355","https://openalex.org/W4306674287","https://openalex.org/W4361251046","https://openalex.org/W98577079"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}