{"id":"https://openalex.org/W7203749653","doi":"https://doi.org/10.5281/zenodo.22010269","title":"Limits of Feature Engineering for Binary Water Potability Classification: A Leakage-Aware Audit and a Conformal Alternative","display_name":"Limits of Feature Engineering for Binary Water Potability Classification: A Leakage-Aware Audit and a Conformal Alternative","publication_year":2026,"publication_date":"2026-08-19","ids":{"openalex":"https://openalex.org/W7203749653","doi":"https://doi.org/10.5281/zenodo.22010269"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.22010269","doi":"https://doi.org/10.5281/zenodo.22010269","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.22010269","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Model"},"volume":null,"type":"dataset","is_traditional":false,"indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.22010269","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003701582","display_name":"K. B. Audace Didavi","orcid":"https://orcid.org/0000-0002-8114-8677","observed_orcids":["https://orcid.org/0000-0002-8114-8677"]},"institutions":[{"id":"https://openalex.org/I4405282560","display_name":"Institut Sup\u00e9rieur de Technologie de Mamou","ror":"https://ror.org/001wbza05","country_code":"GN","type":"education","lineage":["https://openalex.org/I4405282560"]}],"countries":["GN"],"is_corresponding":true,"raw_author_name":"DIDAVI, Audace Babatound\u00e9 Kossoko","raw_affiliation_strings":["IST Mamou Applied Science / Research Laboratory Mamou Higher Institute of Technology"],"raw_orcid":"https://orcid.org/0000-0002-8114-8677","affiliations":[{"raw_affiliation_string":"IST Mamou Applied Science / Research Laboratory Mamou Higher Institute of Technology","institution_ids":["https://openalex.org/I4405282560"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5003701582"],"corresponding_institution_ids":["https://openalex.org/I4405282560"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.30709999799728394,"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"}},"topics":[{"id":"https://openalex.org/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.30709999799728394,"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"}},{"id":"https://openalex.org/T12773","display_name":"Water Quality and Resources Studies","score":0.11249999701976776,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.09380000084638596,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/feature-engineering","display_name":"feature engineering","score":0.7509999871253967},{"id":"https://openalex.org/keywords/conformal-prediction","display_name":"conformal prediction","score":0.9290000200271606},{"id":"https://openalex.org/keywords/binary-classification","display_name":"binary classification","score":0.8379999995231628},{"id":"https://openalex.org/keywords/water-quality","display_name":"water quality","score":0.5440000295639038}],"concepts":[{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5501000285148621},{"id":"https://openalex.org/C199521495","wikidata":"https://www.wikidata.org/wiki/Q181487","display_name":"Audit","level":2,"score":0.48890000581741333},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4569999873638153},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.390500009059906},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.38499999046325684},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.3497999906539917},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3467999994754791},{"id":"https://openalex.org/C98214594","wikidata":"https://www.wikidata.org/wiki/Q850275","display_name":"Conformal map","level":2,"score":0.3343000113964081},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.31139999628067017},{"id":"https://openalex.org/C151201525","wikidata":"https://www.wikidata.org/wiki/Q177239","display_name":"Limit (mathematics)","level":2,"score":0.2881999909877777},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2822999954223633},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.2782999873161316},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.26910001039505005}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5281/zenodo.22010269","doi":"https://doi.org/10.5281/zenodo.22010269","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.22010269","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Model"},{"id":"doi:10.5281/zenodo.22010270","doi":"https://doi.org/10.5281/zenodo.22010270","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.22010270","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Model"}],"best_oa_location":{"id":"doi:10.5281/zenodo.22010269","doi":"https://doi.org/10.5281/zenodo.22010269","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.22010269","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Model"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/6","score":0.8999999761581421,"display_name":"Clean water and sanitation"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7223058369","https://openalex.org/W7221677287","https://openalex.org/W7122412053","https://openalex.org/W7223200426","https://openalex.org/W4402847904","https://openalex.org/W7202164493","https://openalex.org/W7217311604","https://openalex.org/W4399879480","https://openalex.org/W6959895607","https://openalex.org/W7215083047"],"abstract_inverted_index":{"Jupither":[0],"Notebook":[1]},"counts_by_year":[],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2026-08-20T00:00:00"}