{"id":"https://openalex.org/W2970772752","doi":"https://doi.org/10.1109/access.2019.2937573","title":"Use of an ANN to Value MTF and Melatonin Effect on ADHD Affected Children","display_name":"Use of an ANN to Value MTF and Melatonin Effect on ADHD Affected Children","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2970772752","doi":"https://doi.org/10.1109/access.2019.2937573","mag":"2970772752"},"language":"en","primary_location":{"id":"doi:10.1109/access.2019.2937573","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2937573","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08813029.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08813029.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101720746","display_name":"Antonio Mu\u00f1oz","orcid":"https://orcid.org/0000-0002-6751-0625"},"institutions":[{"id":"https://openalex.org/I82767444","display_name":"Universidad de M\u00e1laga","ror":"https://ror.org/036b2ww28","country_code":"ES","type":"education","lineage":["https://openalex.org/I82767444"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Antonio Munoz","raw_affiliation_strings":["NICS Laboratory, University of M\u00e1laga, M\u00e1laga, Spain"],"raw_orcid":"https://orcid.org/0000-0002-6751-0625","affiliations":[{"raw_affiliation_string":"NICS Laboratory, University of M\u00e1laga, M\u00e1laga, Spain","institution_ids":["https://openalex.org/I82767444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085558846","display_name":"Esteban J. Palomo","orcid":"https://orcid.org/0000-0002-8547-9393"},"institutions":[{"id":"https://openalex.org/I82767444","display_name":"Universidad de M\u00e1laga","ror":"https://ror.org/036b2ww28","country_code":"ES","type":"education","lineage":["https://openalex.org/I82767444"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Esteban J. Palomo","raw_affiliation_strings":["Department of Computer Languages and Computer Science, University of M\u00e1laga, M\u00e1laga, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Languages and Computer Science, University of M\u00e1laga, M\u00e1laga, Spain","institution_ids":["https://openalex.org/I82767444"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052290831","display_name":"Antonio Jer\u00e9z-Calero","orcid":null},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Antonio Jerez-Calero","raw_affiliation_strings":["Department of Paediatrics, University of Granada, Granada, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Paediatrics, University of Granada, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.7857,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.71757737,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"7","issue":null,"first_page":"127254","last_page":"127264"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10537","display_name":"Attention Deficit Hyperactivity Disorder","score":0.9825999736785889,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/T10537","display_name":"Attention Deficit Hyperactivity Disorder","score":0.9825999736785889,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9811000227928162,"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/T10985","display_name":"Sleep and Wakefulness Research","score":0.9747999906539917,"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/melatonin","display_name":"Melatonin","score":0.7380192279815674},{"id":"https://openalex.org/keywords/sleep","display_name":"Sleep (system call)","score":0.5514302849769592},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5384191870689392},{"id":"https://openalex.org/keywords/insomnia","display_name":"Insomnia","score":0.529340386390686},{"id":"https://openalex.org/keywords/autism","display_name":"Autism","score":0.4452732503414154},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.41435420513153076},{"id":"https://openalex.org/keywords/clinical-psychology","display_name":"Clinical psychology","score":0.40227219462394714},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.37288784980773926},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3528289198875427},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.34765803813934326},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34067025780677795},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.18513521552085876}],"concepts":[{"id":"https://openalex.org/C2778182776","wikidata":"https://www.wikidata.org/wiki/Q180912","display_name":"Melatonin","level":2,"score":0.7380192279815674},{"id":"https://openalex.org/C2775841894","wikidata":"https://www.wikidata.org/wiki/Q4683692","display_name":"Sleep (system call)","level":2,"score":0.5514302849769592},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5384191870689392},{"id":"https://openalex.org/C2781210498","wikidata":"https://www.wikidata.org/wiki/Q1869874","display_name":"Insomnia","level":2,"score":0.529340386390686},{"id":"https://openalex.org/C205778803","wikidata":"https://www.wikidata.org/wiki/Q38404","display_name":"Autism","level":2,"score":0.4452732503414154},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.41435420513153076},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.40227219462394714},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.37288784980773926},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3528289198875427},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.34765803813934326},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34067025780677795},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.18513521552085876},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/access.2019.2937573","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2937573","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08813029.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:digibug.ugr.es:10481/57480","is_oa":true,"landing_page_url":"http://hdl.handle.net/10481/57480","pdf_url":null,"source":{"id":"https://openalex.org/S4306400567","display_name":"Institutional Repository of the University of Granada (University of Granada)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I173304897","host_organization_name":"Universidad de Granada","host_organization_lineage":["https://openalex.org/I173304897"],"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":"","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:9bb16afc939941cba71b54b67251d05b","is_oa":true,"landing_page_url":"https://doaj.org/article/9bb16afc939941cba71b54b67251d05b","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 7, Pp 127254-127264 (2019)","raw_type":"article"},{"id":"pmh:oai:riuma.uma.es:10630/33570","is_oa":true,"landing_page_url":"https://hdl.handle.net/10630/33570","pdf_url":null,"source":{"id":"https://openalex.org/S4306401385","display_name":"Repositorio Institucional de la Universidad de M\u00e1laga (University of M\u00e1laga)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I82767444","host_organization_name":"Universidad de M\u00e1laga","host_organization_lineage":["https://openalex.org/I82767444"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"journal article"}],"best_oa_location":{"id":"doi:10.1109/access.2019.2937573","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2937573","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08813029.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2970772752.pdf","grobid_xml":"https://content.openalex.org/works/W2970772752.grobid-xml"},"referenced_works_count":58,"referenced_works":["https://openalex.org/W63797899","https://openalex.org/W65738273","https://openalex.org/W597036898","https://openalex.org/W629695961","https://openalex.org/W1538674470","https://openalex.org/W1743905622","https://openalex.org/W1812375793","https://openalex.org/W1973871625","https://openalex.org/W1991476660","https://openalex.org/W1992419399","https://openalex.org/W2003815464","https://openalex.org/W2004309581","https://openalex.org/W2008228907","https://openalex.org/W2020709143","https://openalex.org/W2021126793","https://openalex.org/W2035691198","https://openalex.org/W2053064118","https://openalex.org/W2072658416","https://openalex.org/W2079810998","https://openalex.org/W2098591565","https://openalex.org/W2111453493","https://openalex.org/W2113360223","https://openalex.org/W2116040483","https://openalex.org/W2118571713","https://openalex.org/W2122314945","https://openalex.org/W2129165004","https://openalex.org/W2135245912","https://openalex.org/W2137373142","https://openalex.org/W2138754805","https://openalex.org/W2154277730","https://openalex.org/W2155846314","https://openalex.org/W2182273398","https://openalex.org/W2326819652","https://openalex.org/W2333895265","https://openalex.org/W2344284192","https://openalex.org/W2345507907","https://openalex.org/W2402516899","https://openalex.org/W2408453300","https://openalex.org/W2534650831","https://openalex.org/W2554882311","https://openalex.org/W2607680468","https://openalex.org/W2607765335","https://openalex.org/W2614422271","https://openalex.org/W2621206659","https://openalex.org/W2621231746","https://openalex.org/W2734628004","https://openalex.org/W2754986587","https://openalex.org/W2789164231","https://openalex.org/W2963855167","https://openalex.org/W3111430755","https://openalex.org/W4232065688","https://openalex.org/W4233794228","https://openalex.org/W4254933324","https://openalex.org/W6680294583","https://openalex.org/W6713280201","https://openalex.org/W6729642111","https://openalex.org/W6748452706","https://openalex.org/W6787623466"],"related_works":["https://openalex.org/W2157939113","https://openalex.org/W4256234604","https://openalex.org/W2035624349","https://openalex.org/W777362865","https://openalex.org/W2313100937","https://openalex.org/W2112782466","https://openalex.org/W2401855602","https://openalex.org/W3112583219","https://openalex.org/W2908203423","https://openalex.org/W4386380681"],"abstract_inverted_index":{"Sleep":[0],"disorders":[1,31,61],"is":[2,23,32,73,92,107,146],"one":[3],"of":[4,14,70,76,95,105,110,130,137],"the":[5,12,27,74,86,96,128,143],"most":[6,28,63,67],"frequent":[7,64],"child":[8],"medical":[9],"consultation,":[10],"indeed":[11],"rate":[13],"children":[15,55,138,152],"that":[16,58,115,177],"suffer":[17],"it":[18],"in":[19,134],"a":[20,93,103,111,135],"transitory":[21],"way":[22],"considerably":[24],"high.":[25],"Among":[26],"common":[29],"sleep":[30,60,140,178],"named":[33],"\u201dchildren":[34],"behavioral":[35],"insomnia\u201d,":[36],"many":[37],"different":[38],"drugs":[39,184],"has":[40],"been":[41],"used":[42],"as":[43,155],"treatment":[44],"with":[45,48,56,139,148,168],"poor":[46],"results":[47,175],"relevant":[49,68],"secondary":[50],"effects.":[51],"We":[52],"focus":[53],"on":[54],"ADHD":[57,153],"present":[59],"among":[62],"comorbidities.":[65],"The":[66,158],"contribution":[69],"this":[71],"work":[72],"use":[75,129],"an":[77],"artificial":[78],"neural":[79],"network":[80],"(ANN)":[81],"for":[82,171],"unsupervised":[83],"learning":[84],"called":[85],"Growing":[87,97],"Neural":[88,98],"Forest":[89],"(GNF),":[90],"which":[91],"variation":[94],"Gas":[99],"(GNG)":[100],"model":[101,145],"where":[102],"set":[104],"trees":[106],"learnt":[108],"instead":[109],"general":[112],"graph":[113],"so":[114],"input":[116,156],"data":[117,125,150,170],"can":[118],"be":[119],"better":[120],"represented,":[121],"to":[122,126],"study":[123],"actigraphic":[124,149],"evaluate":[127],"MTF":[131],"and":[132,160,186],"melatonin":[133],"group":[136],"disorders.":[141],"Thus,":[142],"GNF":[144],"trained":[147,167],"from":[151],"affected":[154,181],"data.":[157],"GNG":[159],"SOM":[161],"(Self-Organizing":[162],"Map)":[163],"models":[164],"are":[165],"also":[166],"these":[169],"comparative":[172],"purposes.":[173],"Experimental":[174],"demonstrate":[176],"was":[179],"not":[180],"by":[182],"administrating":[183],"(MFT":[185],"melatonin).":[187]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}