{"id":"https://openalex.org/W4398249803","doi":"https://doi.org/10.1109/iceeict62016.2024.10534476","title":"Predicting Depressive Behavior with Monitoring Activity Data Using Machine Learning and Feature Selection Approaches","display_name":"Predicting Depressive Behavior with Monitoring Activity Data Using Machine Learning and Feature Selection Approaches","publication_year":2024,"publication_date":"2024-05-02","ids":{"openalex":"https://openalex.org/W4398249803","doi":"https://doi.org/10.1109/iceeict62016.2024.10534476"},"language":"en","primary_location":{"id":"doi:10.1109/iceeict62016.2024.10534476","doi":"https://doi.org/10.1109/iceeict62016.2024.10534476","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iceeict62016.2024.10534476","pdf_url":null,"source":{"id":"https://openalex.org/S4306419386","display_name":"International Conference on Electrical Engineering and Information Communication Technology","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 6th International Conference on Electrical Engineering and Information &amp;amp; Communication Technology (ICEEICT)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5113225625","display_name":"Md. Hosain Sarder","orcid":"https://orcid.org/0000-0003-4472-3051","observed_orcids":["https://orcid.org/0000-0003-4472-3051"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Md. Hosain Sarder","raw_affiliation_strings":["North Western University,Computer Science and Engineering,Khulna,Bangladesh,9100"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North Western University,Computer Science and Engineering,Khulna,Bangladesh,9100","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058039230","display_name":"M. Raihan","orcid":"https://orcid.org/0000-0003-1072-3555","observed_orcids":["https://orcid.org/0000-0003-1072-3555"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"M. Raihan","raw_affiliation_strings":["North Western University,Computer Science and Engineering,Khulna,Bangladesh,9100"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North Western University,Computer Science and Engineering,Khulna,Bangladesh,9100","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015185483","display_name":"Anjan Debnath","orcid":"https://orcid.org/0009-0006-7958-3027","observed_orcids":["https://orcid.org/0009-0006-7958-3027"]},"institutions":[{"id":"https://openalex.org/I1307585291","display_name":"Khulna University of Engineering and Technology","ror":"https://ror.org/04y58d606","country_code":"BD","type":"education","lineage":["https://openalex.org/I1307585291"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Anjan Debnath","raw_affiliation_strings":["Khulna University of Engineering & Technology,Computer Science and Engineering,Khulna,Bangladesh,9203"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Khulna University of Engineering & Technology,Computer Science and Engineering,Khulna,Bangladesh,9203","institution_ids":["https://openalex.org/I1307585291"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006404848","display_name":"Md. Shymon Islam","orcid":"https://orcid.org/0000-0001-9683-7830","observed_orcids":["https://orcid.org/0000-0001-9683-7830"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Md. Shymon Islam","raw_affiliation_strings":["North Western University,Computer Science and Engineering,Khulna,Bangladesh,9100"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North Western University,Computer Science and Engineering,Khulna,Bangladesh,9100","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093119520","display_name":"Nadim Samrat","orcid":"https://orcid.org/0009-0009-1727-3391","observed_orcids":["https://orcid.org/0009-0009-1727-3391"]},"institutions":[{"id":"https://openalex.org/I124386471","display_name":"Khulna University","ror":"https://ror.org/05pny7s12","country_code":"BD","type":"education","lineage":["https://openalex.org/I124386471"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Nadim Samrat","raw_affiliation_strings":["Khulna University,Computer Science and Engineering,Khulna,Bangladesh,9208"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Khulna University,Computer Science and Engineering,Khulna,Bangladesh,9208","institution_ids":["https://openalex.org/I124386471"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5098776636","display_name":"Riyana Islam Efty","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Riyana Islam Efty","raw_affiliation_strings":["North Western University,Computer Science and Engineering,Khulna,Bangladesh,9100"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North Western University,Computer Science and Engineering,Khulna,Bangladesh,9100","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019226690","display_name":"Md. Mahedi Hasan","orcid":"https://orcid.org/0000-0002-6255-9921","observed_orcids":["https://orcid.org/0000-0002-6255-9921"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Md. Mahedi Hasan","raw_affiliation_strings":["North Western University,Computer Science and Engineering,Khulna,Bangladesh,9100"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North Western University,Computer Science and Engineering,Khulna,Bangladesh,9100","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071508594","display_name":"Md. Fahim-Uz-Zaman","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Md. Fahimuzzaman","raw_affiliation_strings":["North Western University,Computer Science and Engineering,Khulna,Bangladesh,9100"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North Western University,Computer Science and Engineering,Khulna,Bangladesh,9100","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3054,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.50447172,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"284","last_page":"289"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.5820000171661377,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.5820000171661377,"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.1664000004529953,"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"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.13729999959468842,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/depression-detection","display_name":"depression detection","score":0.9890000224113464},{"id":"https://openalex.org/keywords/wearable-activity-monitoring","display_name":"wearable activity monitoring","score":0.7089999914169312},{"id":"https://openalex.org/keywords/data-augmentation","display_name":"data augmentation","score":0.8569999933242798},{"id":"https://openalex.org/keywords/xgboost","display_name":"XGBoost","score":0.9760000109672546},{"id":"https://openalex.org/keywords/shap","display_name":"SHAP","score":0.7269999980926514},{"id":"https://openalex.org/keywords/feature-selection","display_name":"feature selection","score":0.9039999842643738},{"id":"https://openalex.org/keywords/physiological-signals","display_name":"physiological signals","score":0.5090000033378601},{"id":"https://openalex.org/keywords/mental-health","display_name":"mental health","score":0.593999981880188}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.7565418481826782},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7214195728302002},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6345800161361694},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6092989444732666},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.5892718434333801},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5835767388343811},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.4693518579006195},{"id":"https://openalex.org/C2780051608","wikidata":"https://www.wikidata.org/wiki/Q42844","display_name":"Major depressive disorder","level":3,"score":0.41485509276390076},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2558050751686096},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.18511539697647095},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","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},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0},{"id":"https://openalex.org/C2780733359","wikidata":"https://www.wikidata.org/wiki/Q331769","display_name":"Mood","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iceeict62016.2024.10534476","doi":"https://doi.org/10.1109/iceeict62016.2024.10534476","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iceeict62016.2024.10534476","pdf_url":null,"source":{"id":"https://openalex.org/S4306419386","display_name":"International Conference on Electrical Engineering and Information Communication Technology","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 6th International Conference on Electrical Engineering and Information &amp;amp; Communication Technology (ICEEICT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.9789000153541565,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W2114613490","https://openalex.org/W2131823335","https://openalex.org/W2155002669","https://openalex.org/W2797928606","https://openalex.org/W2797983063","https://openalex.org/W2809728483","https://openalex.org/W2940010972","https://openalex.org/W3011375751","https://openalex.org/W3015620192","https://openalex.org/W3115867105","https://openalex.org/W3125611483","https://openalex.org/W3158463533","https://openalex.org/W3175110185","https://openalex.org/W3208803621","https://openalex.org/W4200295950","https://openalex.org/W4223918474","https://openalex.org/W4284682845","https://openalex.org/W4295210922","https://openalex.org/W4310208552","https://openalex.org/W4327525502","https://openalex.org/W4382632170","https://openalex.org/W4383911778"],"related_works":["https://openalex.org/W4414115597","https://openalex.org/W4414638725","https://openalex.org/W4401709312","https://openalex.org/W4391930213","https://openalex.org/W4407021273","https://openalex.org/W3183806227","https://openalex.org/W4200295950","https://openalex.org/W4409839452","https://openalex.org/W2884567958","https://openalex.org/W4382632170"],"abstract_inverted_index":{"Depression":[0,60],"is":[1],"a":[2,89,131],"common":[3],"mental":[4],"health":[5],"disorder.":[6],"It":[7],"significantly":[8,225],"affects":[9],"millions":[10],"of":[11,23,43,67,116,122,141,155,181,208],"people's":[12],"daily":[13],"lives":[14],"all":[15],"around":[16],"the":[17,20,41,65,76,109,120,139,162,178,182,206,209,227],"world.":[18],"Despite":[19],"high":[21],"incidence":[22],"depression":[24],"and":[25,82,91,98,126,201],"limited":[26],"treatment":[27],"options,":[28],"many":[29],"people":[30],"are":[31,38,85,102],"hesitant":[32],"to":[33,46,56,145,164],"seek":[34],"professional":[35],"help.":[36],"Researchers":[37],"now":[39],"exploring":[40],"use":[42],"wearable":[44],"technology":[45],"collect":[47],"personalized":[48],"physiological":[49],"data,":[50],"which":[51,160],"has":[52],"recently":[53],"been":[54],"applied":[55],"provide":[57],"healthcare":[58],"services.":[59],"can":[61],"be":[62],"recognized":[63],"with":[64],"help":[66],"machine":[68],"learning":[69],"using":[70],"motor":[71],"activity":[72,121,213],"data":[73,80,101,118,132],"collected":[74],"by":[75],"ActiGraph":[77],"wristband.":[78],"Large":[79],"samples":[81,142],"higher":[83],"effectiveness":[84],"necessary":[86],"for":[87],"developing":[88],"reliable":[90],"robust":[92],"machine-learning":[93],"model.":[94],"However":[95],"such":[96,192],"quantitative":[97],"relevant":[99],"clinical":[100],"not":[103],"openly":[104],"available.":[105],"This":[106],"study":[107,187],"used":[108,136],"depresjon":[110],"(depression":[111],"in":[112,157,177],"Norwegian)":[113],"dataset":[114],"consisting":[115],"time-series":[117],"on":[119],"only":[123],"23":[124],"depressed":[125],"32":[127],"healthy":[128],"individuals.":[129],"However,":[130],"augmentation":[133],"technique":[134],"was":[135],"that":[137,224],"increased":[138],"number":[140],"from":[143],"693":[144],"5500.":[146],"Among":[147],"these":[148],"algorithms,":[149],"XGBoost":[150],"obtained":[151],"an":[152],"impressive":[153],"accuracy":[154],"98.8%":[156],"10-fold":[158],"cross-validation,":[159],"met":[161],"requirements":[163],"accurately":[165],"detect":[166],"depression.":[167],"In":[168],"addition,":[169],"this":[170,186],"investigation":[171],"highlighted":[172,205],"different":[173],"hidden":[174],"patterns":[175],"included":[176],"time":[179],"series":[180],"two":[183],"classes.":[184],"Furthermore,":[185],"utilized":[188],"Explainable":[189],"AI":[190],"approaches,":[191],"as":[193],"SHAP.":[194],"These":[195],"approaches":[196],"further":[197],"improve":[198],"model":[199],"transparency":[200],"interpretability.":[202],"The":[203],"explanation":[204],"significance":[207],"statistical":[210],"feature":[211],"Median":[212],"among":[214],"features":[215],"like":[216],"Mean,":[217],"Zero":[218],"crossing":[219],"rate,":[220],"Standard":[221],"deviation,":[222],"etc.":[223],"influence":[226],"model's":[228],"decision-making":[229],"process.":[230]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2024-05-24T00:00:00"}
