{"id":"https://openalex.org/W2900995410","doi":"https://doi.org/10.1109/iscc.2018.8538572","title":"Deep Neural Network Hyper-Parameter Setting for Classification of Obstructive Sleep Apnea Episodes","display_name":"Deep Neural Network Hyper-Parameter Setting for Classification of Obstructive Sleep Apnea Episodes","publication_year":2018,"publication_date":"2018-06-01","ids":{"openalex":"https://openalex.org/W2900995410","doi":"https://doi.org/10.1109/iscc.2018.8538572","mag":"2900995410"},"language":"en","primary_location":{"id":"doi:10.1109/iscc.2018.8538572","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc.2018.8538572","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE Symposium on Computers and Communications (ISCC)","raw_type":"proceedings-article"},"type":"article","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/A5008040085","display_name":"Ivanoe De Falco","orcid":"https://orcid.org/0000-0001-6127-1195"},"institutions":[{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ivanoe De Falco","raw_affiliation_strings":["ICAR, National Research Council of Italy, ITALY"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ICAR, National Research Council of Italy, ITALY","institution_ids":["https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025157025","display_name":"Giuseppe De Pietro","orcid":"https://orcid.org/0000-0002-4675-5957"},"institutions":[{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giuseppe De Pietro","raw_affiliation_strings":["ICAR, National Research Council of Italy, ITALY"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ICAR, National Research Council of Italy, ITALY","institution_ids":["https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078804257","display_name":"Giovanna Sannino","orcid":"https://orcid.org/0000-0001-7856-8761"},"institutions":[{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giovanna Sannino","raw_affiliation_strings":["ICAR, National Research Council of Italy, ITALY"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ICAR, National Research Council of Italy, ITALY","institution_ids":["https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036774268","display_name":"Umberto Scafuri","orcid":"https://orcid.org/0009-0006-6410-6404"},"institutions":[{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Umberto Scafuri","raw_affiliation_strings":["ICAR, National Research Council of Italy, ITALY"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ICAR, National Research Council of Italy, ITALY","institution_ids":["https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087379941","display_name":"Ernesto Tarantino","orcid":"https://orcid.org/0000-0002-6988-7901"},"institutions":[{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ernesto Tarantino","raw_affiliation_strings":["ICAR, National Research Council of Italy, ITALY"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ICAR, National Research Council of Italy, ITALY","institution_ids":["https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087041607","display_name":"Antonio Della Cioppa","orcid":"https://orcid.org/0000-0002-4092-6102"},"institutions":[{"id":"https://openalex.org/I131729948","display_name":"University of Salerno","ror":"https://ror.org/0192m2k53","country_code":"IT","type":"education","lineage":["https://openalex.org/I131729948"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Antonio Della Cioppa","raw_affiliation_strings":["NCLab, DIEM University of Salerno Via Giovanni Paolo, Fisciano (SA), II 132 84084, ITALY","NCLab, DIEM University of Salerno Via Giovanni Paolo, Fisciano (SA), ITALY"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NCLab, DIEM University of Salerno Via Giovanni Paolo, Fisciano (SA), II 132 84084, ITALY","institution_ids":["https://openalex.org/I131729948"]},{"raw_affiliation_string":"NCLab, DIEM University of Salerno Via Giovanni Paolo, Fisciano (SA), ITALY","institution_ids":["https://openalex.org/I131729948"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081393800","display_name":"Giuseppe A. Trunfio","orcid":"https://orcid.org/0000-0003-4918-8334"},"institutions":[{"id":"https://openalex.org/I159650629","display_name":"University of Sassari","ror":"https://ror.org/01bnjbv91","country_code":"IT","type":"education","lineage":["https://openalex.org/I159650629"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giuseppe A. Trunfio","raw_affiliation_strings":["Piazza Duomo 6, DADU, University of Sassari, Alghero, SS, 0 07041, ITALY","Piazza Duomo 6, DADU, University of Sassari, Alghero, SS, ITALY"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Piazza Duomo 6, DADU, University of Sassari, Alghero, SS, 0 07041, ITALY","institution_ids":["https://openalex.org/I159650629"]},{"raw_affiliation_string":"Piazza Duomo 6, DADU, University of Sassari, Alghero, SS, ITALY","institution_ids":["https://openalex.org/I159650629"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.7944,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.85322696,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"01187","last_page":"01192"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10234","display_name":"Obstructive Sleep Apnea Research","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10234","display_name":"Obstructive Sleep Apnea Research","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.9829999804496765,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9807000160217285,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.7009427547454834},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.629946231842041},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.6167250871658325},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5885660648345947},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5711028575897217},{"id":"https://openalex.org/keywords/differential-evolution","display_name":"Differential evolution","score":0.5459763407707214},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.5177844762802124},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.46675634384155273},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.45913511514663696},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.44677236676216125},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4325600564479828},{"id":"https://openalex.org/keywords/obstructive-sleep-apnea","display_name":"Obstructive sleep apnea","score":0.41282349824905396},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.39232343435287476},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16933360695838928}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7009427547454834},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.629946231842041},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6167250871658325},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5885660648345947},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5711028575897217},{"id":"https://openalex.org/C74750220","wikidata":"https://www.wikidata.org/wiki/Q2662197","display_name":"Differential evolution","level":2,"score":0.5459763407707214},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.5177844762802124},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.46675634384155273},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45913511514663696},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.44677236676216125},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4325600564479828},{"id":"https://openalex.org/C2776006263","wikidata":"https://www.wikidata.org/wiki/Q16606552","display_name":"Obstructive sleep apnea","level":2,"score":0.41282349824905396},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.39232343435287476},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16933360695838928},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscc.2018.8538572","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc.2018.8538572","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE Symposium on Computers and Communications (ISCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1573534773","https://openalex.org/W1879678483","https://openalex.org/W1907869392","https://openalex.org/W2013628416","https://openalex.org/W2076448748","https://openalex.org/W2089034242","https://openalex.org/W2100653236","https://openalex.org/W2112195887","https://openalex.org/W2118023920","https://openalex.org/W2133589238","https://openalex.org/W2139823121","https://openalex.org/W2161068347","https://openalex.org/W2164179736","https://openalex.org/W2271840356","https://openalex.org/W2285072859","https://openalex.org/W2302518926","https://openalex.org/W2593744649","https://openalex.org/W2594529350","https://openalex.org/W2750410834","https://openalex.org/W2793148261","https://openalex.org/W2949264490","https://openalex.org/W4300107274","https://openalex.org/W6694517276","https://openalex.org/W6734593296","https://openalex.org/W6734864916"],"related_works":["https://openalex.org/W2319255337","https://openalex.org/W1984411039","https://openalex.org/W2072718982","https://openalex.org/W198090884","https://openalex.org/W3133792152","https://openalex.org/W2368690120","https://openalex.org/W2034082193","https://openalex.org/W4384009303","https://openalex.org/W1853627846","https://openalex.org/W2787957712"],"abstract_inverted_index":{"The":[0,92,105],"wide":[1],"availability":[2],"of":[3,13,89,117,128,131,183],"sensing":[4],"devices":[5],"in":[6,25,41,158,186],"the":[7,11,23,45,87,115,118,129,132,166,181,184,187,190],"medical":[8,142],"domain":[9],"causes":[10],"creation":[12],"large":[14,17],"and":[15,31,54,121,174],"very":[16,39],"data":[18,27,133,143],"sets.":[19],"Hence,":[20],"tasks":[21],"as":[22],"classification":[24,78,188],"such":[26],"sets":[28],"becomes":[29],"more":[30,32],"difficult.":[33],"Deep":[34],"Neural":[35],"Networks":[36],"(DNNs)":[37],"are":[38,137,156],"effective":[40],"classification,":[42],"yet":[43],"finding":[44],"best":[46],"values":[47,71,155],"for":[48,72,100],"their":[49],"hyper-parameters":[50],"is":[51,80,84,94,107,171],"a":[52,97,101,110,124,141,159],"difficult":[53],"time-consuming":[55],"task.":[56],"This":[57,82],"paper":[58],"introduces":[59],"an":[60],"approach":[61],"to":[62,66,165,180],"decrease":[63,83],"execution":[64],"times":[65],"automatically":[67],"find":[68],"good":[69],"hyper-parameter":[70,154],"DNN":[73,153],"through":[74,86],"Evolutionary":[75],"Algorithms":[76],"when":[77],"task":[79],"faced.":[81],"obtained":[85,157],"combination":[88],"two":[90],"mechanisms.":[91],"former":[93],"constituted":[95],"by":[96],"distributed":[98],"version":[99],"Differential":[102],"Evolution":[103],"algorithm.":[104],"latter":[106],"based":[108],"on":[109,123,140],"procedure":[111],"aimed":[112],"at":[113],"reducing":[114],"size":[116],"training":[119],"set":[120,134,144,192],"relying":[122],"decomposition":[125],"into":[126],"cubes":[127],"space":[130],"attributes.":[135],"Experiments":[136],"carried":[138],"out":[139],"about":[145],"Obstructive":[146],"Sleep":[147],"Anpnea.":[148],"They":[149],"show":[150],"that":[151,175],"sub-optimal":[152],"much":[160],"lower":[161],"time":[162],"with":[163],"respect":[164],"case":[167],"where":[168],"this":[169,176],"reduction":[170],"not":[172,178],"effected,":[173],"does":[177],"come":[179],"detriment":[182],"accuracy":[185],"over":[189],"test":[191],"items.":[193]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":4}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}