{"id":"https://openalex.org/W4409455415","doi":"https://doi.org/10.14428/esann/2025.es2025-16","title":"Sleep Staging with Gradient Boosting and DWT-PSD Features from EEG/EOG Signals","display_name":"Sleep Staging with Gradient Boosting and DWT-PSD Features from EEG/EOG Signals","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409455415","doi":"https://doi.org/10.14428/esann/2025.es2025-16"},"language":"en","primary_location":{"id":"doi:10.14428/esann/2025.es2025-16","is_oa":true,"landing_page_url":"https://doi.org/10.14428/esann/2025.es2025-16","pdf_url":"https://doi.org/10.14428/esann/2025.es2025-16","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ESANN 2025 proceesdings","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.14428/esann/2025.es2025-16","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5107084017","display_name":"Luis Alfredo Moctezuma Pascual","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Luis Alfredo Moctezuma Pascual","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100694709","display_name":"Yoko Suzuki","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yoko Suzuki","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046964514","display_name":"Junya Furuki","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Junya Furuki","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Marta Molinas","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Marta Molinas","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5046381446","display_name":"Takashi Abe","orcid":"https://orcid.org/0000-0002-4100-1427"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Takashi Abe","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0650256,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"323","last_page":"328"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9156000018119812,"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":0.9156000018119812,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6859196424484253},{"id":"https://openalex.org/keywords/electrooculography","display_name":"Electrooculography","score":0.6798735857009888},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.6574600338935852},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5864104628562927},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.584560215473175},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4774101972579956},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3383091688156128},{"id":"https://openalex.org/keywords/eye-movement","display_name":"Eye movement","score":0.30108964443206787},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1904498040676117},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.15449756383895874}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6859196424484253},{"id":"https://openalex.org/C2778681526","wikidata":"https://www.wikidata.org/wiki/Q420647","display_name":"Electrooculography","level":3,"score":0.6798735857009888},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.6574600338935852},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5864104628562927},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.584560215473175},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4774101972579956},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3383091688156128},{"id":"https://openalex.org/C153050134","wikidata":"https://www.wikidata.org/wiki/Q760256","display_name":"Eye movement","level":2,"score":0.30108964443206787},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1904498040676117},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.15449756383895874}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.14428/esann/2025.es2025-16","is_oa":true,"landing_page_url":"https://doi.org/10.14428/esann/2025.es2025-16","pdf_url":"https://doi.org/10.14428/esann/2025.es2025-16","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ESANN 2025 proceesdings","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.14428/esann/2025.es2025-16","is_oa":true,"landing_page_url":"https://doi.org/10.14428/esann/2025.es2025-16","pdf_url":"https://doi.org/10.14428/esann/2025.es2025-16","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ESANN 2025 proceesdings","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.5699999928474426}],"awards":[{"id":"https://openalex.org/G1107404571","display_name":null,"funder_award_id":"P22716","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G1124569202","display_name":null,"funder_award_id":"JP22K19802","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G3993052060","display_name":null,"funder_award_id":"JP22KF0059","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G6448259639","display_name":null,"funder_award_id":"JP21zf0127005","funder_id":"https://openalex.org/F4320311405","funder_display_name":"Japan Agency for Medical Research and Development"},{"id":"https://openalex.org/G8589279585","display_name":null,"funder_award_id":"JP22K21351","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"}],"funders":[{"id":"https://openalex.org/F4320311405","display_name":"Japan Agency for Medical Research and Development","ror":"https://ror.org/004rtk039"},{"id":"https://openalex.org/F4320320912","display_name":"Ministry of Education, Culture, Sports, Science and Technology","ror":"https://ror.org/048rj2z13"},{"id":"https://openalex.org/F4320334764","display_name":"Japan Society for the Promotion of Science","ror":"https://ror.org/00hhkn466"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409455415.pdf","grobid_xml":"https://content.openalex.org/works/W4409455415.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4283449118","https://openalex.org/W2612976815","https://openalex.org/W2589754273","https://openalex.org/W1980947986","https://openalex.org/W2734543841","https://openalex.org/W2294153031","https://openalex.org/W2960200109","https://openalex.org/W2572550367","https://openalex.org/W3013462092","https://openalex.org/W2955699307"],"abstract_inverted_index":{"Advances":[0],"in":[1],"machine":[2],"learning":[3,7],"(ML)":[4],"and":[5,46,63,69,83,85,118,132,137],"deep":[6],"(DL)":[8],"have":[9],"led":[10],"to":[11,145],"automated":[12],"sleep":[13,35,149],"staging":[14,36],"approaches":[15,98,147],"that":[16,89,99,126],"achieve":[17],"high":[18],"accuracy":[19],"but":[20],"often":[21],"require":[22],"extensive":[23],"computational":[24],"resources":[25],"and/or":[26],"highdensity":[27],"electroencephalograms":[28],"(EEG).This":[29],"paper":[30],"presents":[31],"a":[32,60,142],"method":[33,92],"for":[34,148],"using":[37,129],"features":[38,120,136],"extracted":[39],"via":[40],"the":[41,53,64,86,90,111],"Discrete":[42],"Wavelet":[43],"Transform":[44],"(DWT)":[45],"Power":[47],"Spectral":[48],"Density":[49],"(PSD),":[50],"followed":[51],"by":[52],"Gradient":[54],"Boosting":[55],"(GB)":[56],"classifier.The":[57],"study":[58],"employs":[59],"private":[61],"dataset":[62],"sleep-EDF":[65],"dataset,":[66],"comprising":[67],"EEG":[68,122,131],"electrooculograms":[70],"(EOG)":[71],"channels.The":[72],"analysis":[73,109],"includes":[74],"configurations":[75],"with":[76,96,105,134],"varying":[77],"numbers":[78],"of":[79,113],"subjects":[80],"(75,":[81],"20,":[82],"12),":[84],"results":[87],"demonstrate":[88],"proposed":[91],"achieves":[93],"competitive":[94],"performance":[95],"existing":[97],"use":[100],"complex":[101],"DL":[102,146],"architectures,":[103],"even":[104],"fewer":[106],"subjects.Feature":[107],"importance":[108,112],"highlights":[110],"detail":[114],"coefficients":[115],"from":[116,121],"DWT":[117],"PSD-based":[119],"signals.The":[123],"findings":[124],"suggest":[125],"simplified":[127],"methods":[128],"low-density":[130],"EOG":[133],"wellselected":[135],"GB":[138],"classification":[139],"can":[140],"offer":[141],"viable":[143],"alternative":[144],"staging.":[150]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
