{"id":"https://openalex.org/W4407588552","doi":"https://doi.org/10.3389/frai.2025.1521063","title":"Spherical model for Minimalist Machine Learning paradigm in handling complex databases","display_name":"Spherical model for Minimalist Machine Learning paradigm in handling complex databases","publication_year":2025,"publication_date":"2025-02-14","ids":{"openalex":"https://openalex.org/W4407588552","doi":"https://doi.org/10.3389/frai.2025.1521063","pmid":"https://pubmed.ncbi.nlm.nih.gov/40028230"},"language":"en","primary_location":{"id":"doi:10.3389/frai.2025.1521063","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2025.1521063","pdf_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2025.1521063/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2025.1521063/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033981490","display_name":"Ra\u00fal Jim\u00e9nez-Cruz","orcid":"https://orcid.org/0000-0002-0154-4865"},"institutions":[{"id":"https://openalex.org/I59361560","display_name":"Instituto Polit\u00e9cnico Nacional","ror":"https://ror.org/059sp8j34","country_code":"MX","type":"education","lineage":["https://openalex.org/I59361560"]},{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"Ra\u00fal Jimenez-Cruz","raw_affiliation_strings":["Smart Computing Laboratory, Centro de Investigaci\u00f3n en Computaci\u00f3n, Instituto Politecnico Nacional, Mexico, Mexico","Tecnologico de Monterrey, School of Engineering and Sciences, Monterrey, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Smart Computing Laboratory, Centro de Investigaci\u00f3n en Computaci\u00f3n, Instituto Politecnico Nacional, Mexico, Mexico","institution_ids":["https://openalex.org/I59361560"]},{"raw_affiliation_string":"Tecnologico de Monterrey, School of Engineering and Sciences, Monterrey, Mexico","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030200514","display_name":"Cornelio Y\u00e1\u00f1ez-M\u00e1rqu\u00e9z","orcid":"https://orcid.org/0000-0002-6250-4728"},"institutions":[{"id":"https://openalex.org/I59361560","display_name":"Instituto Polit\u00e9cnico Nacional","ror":"https://ror.org/059sp8j34","country_code":"MX","type":"education","lineage":["https://openalex.org/I59361560"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Cornelio Y\u00e1\u00f1ez-M\u00e1rquez","raw_affiliation_strings":["Smart Computing Laboratory, Centro de Investigaci\u00f3n en Computaci\u00f3n, Instituto Politecnico Nacional, Mexico, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Smart Computing Laboratory, Centro de Investigaci\u00f3n en Computaci\u00f3n, Instituto Politecnico Nacional, Mexico, Mexico","institution_ids":["https://openalex.org/I59361560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033024566","display_name":"Miguel Gonz\u00e1lez-Mendoza","orcid":"https://orcid.org/0000-0001-6451-9109"},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Miguel Gonzalez-Mendoza","raw_affiliation_strings":["Tecnologico de Monterrey, School of Engineering and Sciences, Monterrey, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tecnologico de Monterrey, School of Engineering and Sciences, Monterrey, Mexico","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003678045","display_name":"Yenny Villuendas-Rey","orcid":"https://orcid.org/0000-0001-9889-3924"},"institutions":[{"id":"https://openalex.org/I59361560","display_name":"Instituto Polit\u00e9cnico Nacional","ror":"https://ror.org/059sp8j34","country_code":"MX","type":"education","lineage":["https://openalex.org/I59361560"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Yenni Villuendas-Rey","raw_affiliation_strings":["Smart Computing Laboratory, Centro de Investigaci\u00f3n en Computaci\u00f3n, Instituto Politecnico Nacional, Mexico, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Smart Computing Laboratory, Centro de Investigaci\u00f3n en Computaci\u00f3n, Instituto Politecnico Nacional, Mexico, Mexico","institution_ids":["https://openalex.org/I59361560"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045469910","display_name":"Ra\u00fal Monroy","orcid":"https://orcid.org/0000-0002-3465-995X"},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Ra\u00fal Monroy","raw_affiliation_strings":["Tecnologico de Monterrey, School of Engineering and Sciences, Monterrey, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tecnologico de Monterrey, School of Engineering and Sciences, Monterrey, Mexico","institution_ids":["https://openalex.org/I98461037"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5033981490"],"corresponding_institution_ids":["https://openalex.org/I59361560","https://openalex.org/I98461037"],"apc_list":{"value":2125,"currency":"USD","value_usd":2125},"apc_paid":{"value":2125,"currency":"USD","value_usd":2125},"fwci":1.2644,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.82590779,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"8","issue":null,"first_page":"1521063","last_page":"1521063"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.998199999332428,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.998199999332428,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9958000183105469,"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/T10057","display_name":"Face and Expression Recognition","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/computer-science","display_name":"Computer science","score":0.7597459554672241},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.7438807487487793},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7365845441818237},{"id":"https://openalex.org/keywords/categorical-variable","display_name":"Categorical variable","score":0.6158554553985596},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.5877164006233215},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5337632298469543},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5298528671264648},{"id":"https://openalex.org/keywords/associative-property","display_name":"Associative property","score":0.5078032612800598},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10187014937400818}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7597459554672241},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7438807487487793},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7365845441818237},{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.6158554553985596},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.5877164006233215},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5337632298469543},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5298528671264648},{"id":"https://openalex.org/C159423971","wikidata":"https://www.wikidata.org/wiki/Q177251","display_name":"Associative property","level":2,"score":0.5078032612800598},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10187014937400818},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3389/frai.2025.1521063","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2025.1521063","pdf_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2025.1521063/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},{"id":"pmid:40028230","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40028230","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in artificial intelligence","raw_type":null},{"id":"pmh:oai:doaj.org/article:dd7e9a546d234cad831c4ce66d27579f","is_oa":false,"landing_page_url":"https://doaj.org/article/dd7e9a546d234cad831c4ce66d27579f","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Artificial Intelligence, Vol 8 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:11868079","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11868079","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Front Artif Intell","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3389/frai.2025.1521063","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2025.1521063","pdf_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2025.1521063/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4407588552.pdf","grobid_xml":"https://content.openalex.org/works/W4407588552.grobid-xml"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W1498436455","https://openalex.org/W1551136530","https://openalex.org/W1576808520","https://openalex.org/W1595159159","https://openalex.org/W2002118090","https://openalex.org/W2049018287","https://openalex.org/W2109363337","https://openalex.org/W2130942354","https://openalex.org/W2133990480","https://openalex.org/W2151554678","https://openalex.org/W2316600383","https://openalex.org/W2580347120","https://openalex.org/W2624913439","https://openalex.org/W2737246060","https://openalex.org/W2765192940","https://openalex.org/W2790031975","https://openalex.org/W2790925524","https://openalex.org/W2792730533","https://openalex.org/W2799949160","https://openalex.org/W2800575711","https://openalex.org/W4239510810","https://openalex.org/W4244238212","https://openalex.org/W6632976901"],"related_works":["https://openalex.org/W4386799044","https://openalex.org/W2773208253","https://openalex.org/W2560646951","https://openalex.org/W4296209631","https://openalex.org/W4297454206","https://openalex.org/W65104662","https://openalex.org/W1871748041","https://openalex.org/W2362286668","https://openalex.org/W2133382151","https://openalex.org/W2148338580"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"the":[3,6,17,50,71,85],"development":[4],"of":[5,87,95],"N-Spherical":[7],"Minimalist":[8,18],"Machine":[9,19],"Learning":[10,20],"(MML)":[11],"classifier,":[12],"an":[13],"innovative":[14],"model":[15],"within":[16],"paradigm.":[21],"Using":[22],"N-spherical":[23],"coordinates":[24],"and":[25,29,41,53,60,73,98,108],"concepts":[26],"from":[27],"metaheuristics":[28],"associative":[30],"models,":[31],"this":[32,82],"classifier":[33],"effectively":[34],"addresses":[35],"challenges":[36],"such":[37],"as":[38],"data":[39],"dimensionality":[40],"class":[42],"imbalance":[43],"in":[44,90],"complex":[45],"datasets.":[46],"Performance":[47],"evaluations":[48],"using":[49,70],"F1":[51],"measure":[52],"balanced":[54],"accuracy":[55],"demonstrate":[56],"its":[57],"superior":[58],"efficiency":[59],"robustness":[61],"compared":[62],"to":[63,79,104],"state-of-the-art":[64],"classifiers.":[65],"Statistical":[66],"validation":[67],"is":[68],"conducted":[69],"Friedman":[72],"Holm":[74],"tests.":[75],"Although":[76],"currently":[77],"limited":[78],"binary":[80],"classification,":[81],"work":[83],"highlights":[84],"potential":[86],"minimalist":[88],"approaches":[89],"machine":[91],"learning":[92],"for":[93,110],"classification":[94],"highly":[96],"dimensional":[97],"imbalanced":[99],"data.":[100,113],"Future":[101],"extensions":[102],"aim":[103],"include":[105],"multi-class":[106],"problems":[107],"mechanisms":[109],"handling":[111],"categorical":[112]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
