{"id":"https://openalex.org/W2043571926","doi":"https://doi.org/10.1109/ccnc.2013.6488425","title":"Monitoring for disease progression via mathematical time-series modeling: Actigraphy-based monitoring patients with depressive disorder","display_name":"Monitoring for disease progression via mathematical time-series modeling: Actigraphy-based monitoring patients with depressive disorder","publication_year":2013,"publication_date":"2013-01-01","ids":{"openalex":"https://openalex.org/W2043571926","doi":"https://doi.org/10.1109/ccnc.2013.6488425","mag":"2043571926"},"language":"en","primary_location":{"id":"doi:10.1109/ccnc.2013.6488425","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccnc.2013.6488425","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE 10th Consumer Communications and Networking Conference (CCNC)","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/A5100635330","display_name":"Ha Young Kim","orcid":"https://orcid.org/0000-0001-5115-9984"},"institutions":[{"id":"https://openalex.org/I2250650973","display_name":"Samsung (South Korea)","ror":"https://ror.org/04w3jy968","country_code":"KR","type":"company","lineage":["https://openalex.org/I2250650973"]},{"id":"https://openalex.org/I57664883","display_name":"Ajou University","ror":"https://ror.org/03tzb2h73","country_code":"KR","type":"education","lineage":["https://openalex.org/I57664883"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Ha-Young Kim","raw_affiliation_strings":["Data Analytic group, ICL, FIT, Samsung Advanced Institute of Technology (SAIT), Yongin-si, Gyeonggi-do, South Korea","Sch. of Med., Dept. of Psychiatry & Behavioral Sci., Ajou Univ., Suwon, South Korea"],"affiliations":[{"raw_affiliation_string":"Data Analytic group, ICL, FIT, Samsung Advanced Institute of Technology (SAIT), Yongin-si, Gyeonggi-do, South Korea","institution_ids":["https://openalex.org/I2250650973"]},{"raw_affiliation_string":"Sch. of Med., Dept. of Psychiatry & Behavioral Sci., Ajou Univ., Suwon, South Korea","institution_ids":["https://openalex.org/I57664883"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004074983","display_name":"Hye Jin Kam","orcid":"https://orcid.org/0000-0002-1522-4539"},"institutions":[{"id":"https://openalex.org/I57664883","display_name":"Ajou University","ror":"https://ror.org/03tzb2h73","country_code":"KR","type":"education","lineage":["https://openalex.org/I57664883"]},{"id":"https://openalex.org/I2250650973","display_name":"Samsung (South Korea)","ror":"https://ror.org/04w3jy968","country_code":"KR","type":"company","lineage":["https://openalex.org/I2250650973"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Hye Jin Kam","raw_affiliation_strings":["Data Analytic group, ICL, FIT, Samsung Advanced Institute of Technology (SAIT), Yongin-si, Gyeonggi-do, South Korea","Sch. of Med., Dept. of Psychiatry & Behavioral Sci., Ajou Univ., Suwon, South Korea"],"affiliations":[{"raw_affiliation_string":"Data Analytic group, ICL, FIT, Samsung Advanced Institute of Technology (SAIT), Yongin-si, Gyeonggi-do, South Korea","institution_ids":["https://openalex.org/I2250650973"]},{"raw_affiliation_string":"Sch. of Med., Dept. of Psychiatry & Behavioral Sci., Ajou Univ., Suwon, South Korea","institution_ids":["https://openalex.org/I57664883"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100413517","display_name":"Ji\u2010Hyun Lee","orcid":"https://orcid.org/0000-0003-3732-2698"},"institutions":[{"id":"https://openalex.org/I57664883","display_name":"Ajou University","ror":"https://ror.org/03tzb2h73","country_code":"KR","type":"education","lineage":["https://openalex.org/I57664883"]},{"id":"https://openalex.org/I2250650973","display_name":"Samsung (South Korea)","ror":"https://ror.org/04w3jy968","country_code":"KR","type":"company","lineage":["https://openalex.org/I2250650973"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jihyun Lee","raw_affiliation_strings":["Data Analytic group, ICL, FIT, Samsung Advanced Institute of Technology (SAIT), Yongin-si, Gyeonggi-do, South Korea","Sch. of Med., Dept. of Psychiatry & Behavioral Sci., Ajou Univ., Suwon, South Korea"],"affiliations":[{"raw_affiliation_string":"Data Analytic group, ICL, FIT, Samsung Advanced Institute of Technology (SAIT), Yongin-si, Gyeonggi-do, South Korea","institution_ids":["https://openalex.org/I2250650973"]},{"raw_affiliation_string":"Sch. of Med., Dept. of Psychiatry & Behavioral Sci., Ajou Univ., Suwon, South Korea","institution_ids":["https://openalex.org/I57664883"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032371858","display_name":"Sanghyun Yoo","orcid":"https://orcid.org/0000-0002-8097-7975"},"institutions":[{"id":"https://openalex.org/I2250650973","display_name":"Samsung (South Korea)","ror":"https://ror.org/04w3jy968","country_code":"KR","type":"company","lineage":["https://openalex.org/I2250650973"]},{"id":"https://openalex.org/I57664883","display_name":"Ajou University","ror":"https://ror.org/03tzb2h73","country_code":"KR","type":"education","lineage":["https://openalex.org/I57664883"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sanghyun Yoo","raw_affiliation_strings":["Data Analytic group, ICL, FIT, Samsung Advanced Institute of Technology (SAIT), Yongin-si, Gyeonggi-do, South Korea","Department of Psychiatry & Behavioral Sciences, Ajou University School of Medicine, Suwon, South Korea","Sch. of Med., Dept. of Psychiatry & Behavioral Sci., Ajou Univ., Suwon, South Korea"],"affiliations":[{"raw_affiliation_string":"Data Analytic group, ICL, FIT, Samsung Advanced Institute of Technology (SAIT), Yongin-si, Gyeonggi-do, South Korea","institution_ids":["https://openalex.org/I2250650973"]},{"raw_affiliation_string":"Department of Psychiatry & Behavioral Sciences, Ajou University School of Medicine, Suwon, South Korea","institution_ids":["https://openalex.org/I57664883"]},{"raw_affiliation_string":"Sch. of Med., Dept. of Psychiatry & Behavioral Sci., Ajou Univ., Suwon, South Korea","institution_ids":["https://openalex.org/I57664883"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109165653","display_name":"Kyoung-Gu Woo","orcid":null},"institutions":[{"id":"https://openalex.org/I57664883","display_name":"Ajou University","ror":"https://ror.org/03tzb2h73","country_code":"KR","type":"education","lineage":["https://openalex.org/I57664883"]},{"id":"https://openalex.org/I2250650973","display_name":"Samsung (South Korea)","ror":"https://ror.org/04w3jy968","country_code":"KR","type":"company","lineage":["https://openalex.org/I2250650973"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Kyoung-Gu Woo","raw_affiliation_strings":["Data Analytic group, ICL, FIT, Samsung Advanced Institute of Technology (SAIT), Yongin-si, Gyeonggi-do, South Korea","Sch. of Med., Dept. of Psychiatry & Behavioral Sci., Ajou Univ., Suwon, South Korea"],"affiliations":[{"raw_affiliation_string":"Data Analytic group, ICL, FIT, Samsung Advanced Institute of Technology (SAIT), Yongin-si, Gyeonggi-do, South Korea","institution_ids":["https://openalex.org/I2250650973"]},{"raw_affiliation_string":"Sch. of Med., Dept. of Psychiatry & Behavioral Sci., Ajou Univ., Suwon, South Korea","institution_ids":["https://openalex.org/I57664883"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050677558","display_name":"Jai Sung Noh","orcid":"https://orcid.org/0000-0002-9610-0756"},"institutions":[{"id":"https://openalex.org/I57664883","display_name":"Ajou University","ror":"https://ror.org/03tzb2h73","country_code":"KR","type":"education","lineage":["https://openalex.org/I57664883"]},{"id":"https://openalex.org/I2250650973","display_name":"Samsung (South Korea)","ror":"https://ror.org/04w3jy968","country_code":"KR","type":"company","lineage":["https://openalex.org/I2250650973"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jai Sung Noh","raw_affiliation_strings":["Department of Psychiatry & Behavioral Sciences, Ajou University School of Medicine, Suwon, South Korea","Data Anal. group, Samsung Adv. Inst. of Technol. (SAIT), Yongin, South Korea"],"affiliations":[{"raw_affiliation_string":"Department of Psychiatry & Behavioral Sciences, Ajou University School of Medicine, Suwon, South Korea","institution_ids":["https://openalex.org/I57664883"]},{"raw_affiliation_string":"Data Anal. group, Samsung Adv. Inst. of Technol. (SAIT), Yongin, South Korea","institution_ids":["https://openalex.org/I2250650973"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029792278","display_name":"Seung Min Yoo","orcid":null},"institutions":[{"id":"https://openalex.org/I57664883","display_name":"Ajou University","ror":"https://ror.org/03tzb2h73","country_code":"KR","type":"education","lineage":["https://openalex.org/I57664883"]},{"id":"https://openalex.org/I2250650973","display_name":"Samsung (South Korea)","ror":"https://ror.org/04w3jy968","country_code":"KR","type":"company","lineage":["https://openalex.org/I2250650973"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Seungmin Yoo","raw_affiliation_strings":["Data Analytic group, ICL, FIT, Samsung Advanced Institute of Technology (SAIT), Yongin-si, Gyeonggi-do, South Korea","Department of Psychiatry & Behavioral Sciences, Ajou University School of Medicine, Suwon, South Korea","Data Anal. group, Samsung Adv. Inst. of Technol. (SAIT), Yongin, South Korea"],"affiliations":[{"raw_affiliation_string":"Data Analytic group, ICL, FIT, Samsung Advanced Institute of Technology (SAIT), Yongin-si, Gyeonggi-do, South Korea","institution_ids":["https://openalex.org/I2250650973"]},{"raw_affiliation_string":"Department of Psychiatry & Behavioral Sciences, Ajou University School of Medicine, Suwon, South Korea","institution_ids":["https://openalex.org/I57664883"]},{"raw_affiliation_string":"Data Anal. group, Samsung Adv. Inst. of Technol. (SAIT), Yongin, South Korea","institution_ids":["https://openalex.org/I2250650973"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5100635330"],"corresponding_institution_ids":["https://openalex.org/I2250650973","https://openalex.org/I57664883"],"apc_list":null,"apc_paid":null,"fwci":0.2941,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.66739368,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"3","issue":null,"first_page":"56","last_page":"61"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11270","display_name":"Complex Systems and Time Series Analysis","score":0.9926000237464905,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9846000075340271,"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/actigraphy","display_name":"Actigraphy","score":0.717494010925293},{"id":"https://openalex.org/keywords/autoregressive-model","display_name":"Autoregressive model","score":0.6679642200469971},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6050768494606018},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.5703593492507935},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.4872197210788727},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.4631497263908386},{"id":"https://openalex.org/keywords/autoregressive-conditional-heteroskedasticity","display_name":"Autoregressive conditional heteroskedasticity","score":0.4432085454463959},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.4333886504173279},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4130384922027588},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4007219076156616},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3880012035369873},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3241923749446869},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3034275770187378},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.21346762776374817},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.18813395500183105},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18649330735206604},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.15174391865730286},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.11875477433204651},{"id":"https://openalex.org/keywords/circadian-rhythm","display_name":"Circadian rhythm","score":0.0884663462638855},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.08011677861213684}],"concepts":[{"id":"https://openalex.org/C2778996325","wikidata":"https://www.wikidata.org/wiki/Q422201","display_name":"Actigraphy","level":3,"score":0.717494010925293},{"id":"https://openalex.org/C159877910","wikidata":"https://www.wikidata.org/wiki/Q2202883","display_name":"Autoregressive model","level":2,"score":0.6679642200469971},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6050768494606018},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.5703593492507935},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.4872197210788727},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.4631497263908386},{"id":"https://openalex.org/C23922673","wikidata":"https://www.wikidata.org/wiki/Q180752","display_name":"Autoregressive conditional heteroskedasticity","level":3,"score":0.4432085454463959},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.4333886504173279},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4130384922027588},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4007219076156616},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3880012035369873},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3241923749446869},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3034275770187378},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.21346762776374817},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.18813395500183105},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18649330735206604},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.15174391865730286},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.11875477433204651},{"id":"https://openalex.org/C121446783","wikidata":"https://www.wikidata.org/wiki/Q208353","display_name":"Circadian rhythm","level":2,"score":0.0884663462638855},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.08011677861213684},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C91602232","wikidata":"https://www.wikidata.org/wiki/Q756115","display_name":"Volatility (finance)","level":2,"score":0.0},{"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/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ccnc.2013.6488425","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccnc.2013.6488425","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE 10th Consumer Communications and Networking Conference (CCNC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7099999785423279,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1565075244","https://openalex.org/W1979575715","https://openalex.org/W1980229751","https://openalex.org/W1981739143","https://openalex.org/W1990001525","https://openalex.org/W1999996900","https://openalex.org/W2022523880","https://openalex.org/W2030284814","https://openalex.org/W2073458404","https://openalex.org/W2094030471","https://openalex.org/W2106462753","https://openalex.org/W2154055520","https://openalex.org/W2166368890","https://openalex.org/W2168175751","https://openalex.org/W6633859172"],"related_works":["https://openalex.org/W4386777118","https://openalex.org/W2983753799","https://openalex.org/W2100582107","https://openalex.org/W140781320","https://openalex.org/W1976728632","https://openalex.org/W3176219997","https://openalex.org/W156595367","https://openalex.org/W2349019353","https://openalex.org/W4385335406","https://openalex.org/W3106595551"],"abstract_inverted_index":{"Home-based":[0],"monitoring":[1],"of":[2,20,25,32,86,106,136,149],"the":[3,18,30,33,37,40,44,50,75,83,113,127,134,137,142,146,150,156],"changes":[4],"on":[5,79],"patients'":[6],"state":[7,77,115],"using":[8],"non-invasive":[9],"sensing":[10],"device":[11],"such":[12,62],"as":[13,112],"actigraph":[14],"is":[15],"important":[16,170],"in":[17,43],"aspect":[19],"treatment,":[21],"management":[22],"and":[23,60,125,155],"prevention":[24],"many":[26],"chronic":[27],"diseases.":[28],"Although":[29],"characteristics":[31],"internal":[34],"structures":[35],"(i.e.,":[36],"fluctuation":[38],"or":[39],"trend)":[41],"inherent":[42],"actigraphic":[45,88,147],"signal":[46],"can":[47],"significantly":[48],"represent":[49],"disease":[51,76,114,174],"state,":[52],"there":[53],"has":[54],"been":[55],"no":[56],"method":[57,144,166],"to":[58,73,132,145,172],"extract":[59],"analyze":[61],"information.":[63],"In":[64],"this":[65],"paper,":[66],"we":[67],"have":[68,140,167],"proposed":[69,143],"a":[70,92,118],"novel":[71],"approach":[72,104],"determine":[74],"based":[78],"features":[80,128,161],"extracted":[81,162],"from":[82,129],"structural":[84,110],"information":[85],"patient's":[87],"data":[89,148],"by":[90,163],"utilizing":[91],"mathematical":[93],"time-series":[94,119],"modeling":[95,165],"method,":[96],"autoregressive":[97],"(AR)-generalized":[98],"conditional":[99],"heteroskedascity":[100],"(GARCH)":[101],"models.":[102],"Our":[103],"consists":[105],"three":[107],"steps:":[108],"finding":[109],"breaks":[111],"transitions,":[116],"building":[117],"model":[120,131],"for":[121],"each":[122,130],"local":[123],"segment,":[124],"analyzing":[126],"classify":[133],"severity":[135],"disease.":[138],"We":[139],"applied":[141],"patients":[151],"with":[152],"depressive":[153],"disorder,":[154],"experimental":[157],"results":[158],"showed":[159],"that":[160],"our":[164],"played":[168],"an":[169],"role":[171],"discriminate":[173],"severities.":[175]},"counts_by_year":[{"year":2019,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}