{"id":"https://openalex.org/W7154500347","doi":"https://doi.org/10.1007/978-3-032-16992-1_12","title":"Implementation of\u00a0Boruta for\u00a0Feature Selection in\u00a0the\u00a0Detection of\u00a0Schizophrenia Using Spectral and\u00a0Connectivity EEG Features: A Machine Learning Approach","display_name":"Implementation of\u00a0Boruta for\u00a0Feature Selection in\u00a0the\u00a0Detection of\u00a0Schizophrenia Using Spectral and\u00a0Connectivity EEG Features: A Machine Learning Approach","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7154500347","doi":"https://doi.org/10.1007/978-3-032-16992-1_12"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-032-16992-1_12","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-16992-1_12","pdf_url":null,"source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3370","issn":["2367-3370","2367-3389"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"},"type":"book-chapter","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/A5133696778","display_name":"L. Rafael Salas-Rodriguez","orcid":"https://orcid.org/0009-0008-3359-0920"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"L. Rafael Salas-Rodriguez","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0009-0008-3359-0920","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081542222","display_name":"Vanessa Alcal\u00e1-Rmz","orcid":"https://orcid.org/0000-0002-6874-5805"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Vanessa Alcal\u00e1-Rmz","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-6874-5805","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022536405","display_name":"Karen E. Villagrana-Ba\u00f1uelos","orcid":"https://orcid.org/0000-0002-0684-6483"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Karen E. Villagrana-Ba\u00f1uelos","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-0684-6483","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102934349","display_name":"Juvenal Villanueva-Maldonado","orcid":"https://orcid.org/0000-0002-7484-6506"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Juvenal Villanueva-Maldonado","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-7484-6506","affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5046021108","display_name":"Manuel A. Soto-Murillo","orcid":"https://orcid.org/0000-0002-6234-068X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Manuel A. Soto-Murillo","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-6234-068X","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.50056786,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"112","last_page":"123"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.6139000058174133,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.6139000058174133,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.05559999868273735,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.027499999850988388,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"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/feature-selection","display_name":"Feature selection","score":0.5842999815940857},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4945000112056732},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4936999976634979},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4724999964237213},{"id":"https://openalex.org/keywords/schizophrenia","display_name":"Schizophrenia (object-oriented programming)","score":0.4426000118255615},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.3384999930858612}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7455000281333923},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6251999735832214},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5842999815940857},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5045999884605408},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4945000112056732},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4936999976634979},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4724999964237213},{"id":"https://openalex.org/C2776412080","wikidata":"https://www.wikidata.org/wiki/Q7431605","display_name":"Schizophrenia (object-oriented programming)","level":2,"score":0.4426000118255615},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.3384999930858612},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3181000053882599},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3061999976634979},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.288100004196167},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.27129998803138733},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.2678999900817871}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-032-16992-1_12","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-16992-1_12","pdf_url":null,"source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3370","issn":["2367-3370","2367-3389"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2169861473","https://openalex.org/W2289075896","https://openalex.org/W2980222570","https://openalex.org/W2987201163","https://openalex.org/W3159973816","https://openalex.org/W3196142795","https://openalex.org/W4251807571","https://openalex.org/W4296954113","https://openalex.org/W4306933635","https://openalex.org/W4309672497","https://openalex.org/W4389636500","https://openalex.org/W4389763387","https://openalex.org/W4390511527","https://openalex.org/W4400248330","https://openalex.org/W4407277537","https://openalex.org/W4411487905"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-04-16T06:09:31.884825","created_date":"2026-04-16T00:00:00"}