{"id":"https://openalex.org/W4206228606","doi":"https://doi.org/10.1007/s44196-021-00052-7","title":"Daily Activity Recognition and Tremor Quantification from Accelerometer Data for Patients with Essential Tremor Using Stacked Denoising Autoencoders","display_name":"Daily Activity Recognition and Tremor Quantification from Accelerometer Data for Patients with Essential Tremor Using Stacked Denoising Autoencoders","publication_year":2022,"publication_date":"2022-01-03","ids":{"openalex":"https://openalex.org/W4206228606","doi":"https://doi.org/10.1007/s44196-021-00052-7"},"language":"en","primary_location":{"id":"doi:10.1007/s44196-021-00052-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-021-00052-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-021-00052-7.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s44196-021-00052-7.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5060655029","display_name":"Qin Ni","orcid":"https://orcid.org/0000-0002-7352-5700"},"institutions":[{"id":"https://openalex.org/I21945476","display_name":"Shanghai Normal University","ror":"https://ror.org/01cxqmw89","country_code":"CN","type":"education","lineage":["https://openalex.org/I21945476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qin Ni","raw_affiliation_strings":["College of Information, Mechanical and Electrical Engineering, Shanghai Normal University, No. 100, Haisi Road, Fengxian District, Shanghai, 201418, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information, Mechanical and Electrical Engineering, Shanghai Normal University, No. 100, Haisi Road, Fengxian District, Shanghai, 201418, China","institution_ids":["https://openalex.org/I21945476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036072511","display_name":"Zhuo Fan","orcid":"https://orcid.org/0000-0002-6823-8803"},"institutions":[{"id":"https://openalex.org/I21945476","display_name":"Shanghai Normal University","ror":"https://ror.org/01cxqmw89","country_code":"CN","type":"education","lineage":["https://openalex.org/I21945476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhuo Fan","raw_affiliation_strings":["College of Information, Mechanical and Electrical Engineering, Shanghai Normal University, No. 100, Haisi Road, Fengxian District, Shanghai, 201418, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information, Mechanical and Electrical Engineering, Shanghai Normal University, No. 100, Haisi Road, Fengxian District, Shanghai, 201418, China","institution_ids":["https://openalex.org/I21945476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024298233","display_name":"Lei Zhang","orcid":"https://orcid.org/0000-0003-4216-0638"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lei Zhang","raw_affiliation_strings":["College of Information Science and Technology, Donghua University, No. 2999, North Renmin Road, Songjiang District, Shanghai, 201620, China"],"raw_orcid":"https://orcid.org/0000-0003-4216-0638","affiliations":[{"raw_affiliation_string":"College of Information Science and Technology, Donghua University, No. 2999, North Renmin Road, Songjiang District, Shanghai, 201620, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100335260","display_name":"Bo Zhang","orcid":"https://orcid.org/0000-0002-2289-2877"},"institutions":[{"id":"https://openalex.org/I21945476","display_name":"Shanghai Normal University","ror":"https://ror.org/01cxqmw89","country_code":"CN","type":"education","lineage":["https://openalex.org/I21945476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Zhang","raw_affiliation_strings":["College of Information, Mechanical and Electrical Engineering, Shanghai Normal University, No. 100, Haisi Road, Fengxian District, Shanghai, 201418, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information, Mechanical and Electrical Engineering, Shanghai Normal University, No. 100, Haisi Road, Fengxian District, Shanghai, 201418, China","institution_ids":["https://openalex.org/I21945476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069951807","display_name":"Xiaochen Zheng","orcid":"https://orcid.org/0000-0002-3697-3395"},"institutions":[{"id":"https://openalex.org/I88060688","display_name":"Universidad Polit\u00e9cnica de Madrid","ror":"https://ror.org/03n6nwv02","country_code":"ES","type":"education","lineage":["https://openalex.org/I88060688"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Xiaochen Zheng","raw_affiliation_strings":["Escuela T\u00e9cnica Superior de Ingenieros Industriales, Universidad Polit\u00e9cnica de Madrid, Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Escuela T\u00e9cnica Superior de Ingenieros Industriales, Universidad Polit\u00e9cnica de Madrid, Madrid, Spain","institution_ids":["https://openalex.org/I88060688"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100320400","display_name":"Yuping Zhang","orcid":"https://orcid.org/0000-0002-8600-9879"},"institutions":[{"id":"https://openalex.org/I21945476","display_name":"Shanghai Normal University","ror":"https://ror.org/01cxqmw89","country_code":"CN","type":"education","lineage":["https://openalex.org/I21945476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuping Zhang","raw_affiliation_strings":["College of Information, Mechanical and Electrical Engineering, Shanghai Normal University, No. 100, Haisi Road, Fengxian District, Shanghai, 201418, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information, Mechanical and Electrical Engineering, Shanghai Normal University, No. 100, Haisi Road, Fengxian District, Shanghai, 201418, China","institution_ids":["https://openalex.org/I21945476"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5024298233"],"corresponding_institution_ids":["https://openalex.org/I181326427"],"apc_list":{"value":1390,"currency":"GBP","value_usd":1704},"apc_paid":{"value":1390,"currency":"GBP","value_usd":1704},"fwci":2.6069,"has_fulltext":true,"cited_by_count":22,"citation_normalized_percentile":{"value":0.90866327,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"15","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10919","display_name":"Neurological disorders and treatments","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/T10919","display_name":"Neurological disorders and treatments","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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":0.9933000206947327,"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9861000180244446,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/essential-tremor","display_name":"Essential tremor","score":0.7302998304367065},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5802674889564514},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5758228302001953},{"id":"https://openalex.org/keywords/resampling","display_name":"Resampling","score":0.5701354742050171},{"id":"https://openalex.org/keywords/activity-recognition","display_name":"Activity recognition","score":0.5183535814285278},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4910573959350586},{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.46057865023612976},{"id":"https://openalex.org/keywords/accelerometer","display_name":"Accelerometer","score":0.4558072090148926},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4464492201805115},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.4286607801914215},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4209993779659271},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.41618362069129944},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.37718260288238525},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.2905026078224182},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1756102740764618},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.16119760274887085},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1609407365322113}],"concepts":[{"id":"https://openalex.org/C2780112193","wikidata":"https://www.wikidata.org/wiki/Q693519","display_name":"Essential tremor","level":2,"score":0.7302998304367065},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5802674889564514},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5758228302001953},{"id":"https://openalex.org/C150921843","wikidata":"https://www.wikidata.org/wiki/Q1170431","display_name":"Resampling","level":2,"score":0.5701354742050171},{"id":"https://openalex.org/C121687571","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Activity recognition","level":2,"score":0.5183535814285278},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4910573959350586},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.46057865023612976},{"id":"https://openalex.org/C89805583","wikidata":"https://www.wikidata.org/wiki/Q192940","display_name":"Accelerometer","level":2,"score":0.4558072090148926},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4464492201805115},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.4286607801914215},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4209993779659271},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.41618362069129944},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.37718260288238525},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.2905026078224182},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1756102740764618},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.16119760274887085},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1609407365322113},{"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s44196-021-00052-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-021-00052-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-021-00052-7.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s44196-021-00052-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-021-00052-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-021-00052-7.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2766901377","display_name":null,"funder_award_id":"21ZR1446900","funder_id":"https://openalex.org/F4320309612","funder_display_name":"Natural Science Foundation of Shanghai"},{"id":"https://openalex.org/G3691255015","display_name":null,"funder_award_id":"6210020445","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6890965337","display_name":null,"funder_award_id":"61901104","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320309612","display_name":"Natural Science Foundation of Shanghai","ror":null},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4206228606.pdf","grobid_xml":"https://content.openalex.org/works/W4206228606.grobid-xml"},"referenced_works_count":44,"referenced_works":["https://openalex.org/W1971255930","https://openalex.org/W1984798172","https://openalex.org/W1999712889","https://openalex.org/W2003234701","https://openalex.org/W2061043650","https://openalex.org/W2065907135","https://openalex.org/W2093071643","https://openalex.org/W2096731057","https://openalex.org/W2099454382","https://openalex.org/W2106749278","https://openalex.org/W2110736555","https://openalex.org/W2135018291","https://openalex.org/W2135267022","https://openalex.org/W2148143831","https://openalex.org/W2148279693","https://openalex.org/W2156824221","https://openalex.org/W2185967890","https://openalex.org/W2269209296","https://openalex.org/W2294147839","https://openalex.org/W2294654473","https://openalex.org/W2296020002","https://openalex.org/W2316564986","https://openalex.org/W2326341153","https://openalex.org/W2336675855","https://openalex.org/W2404247879","https://openalex.org/W2434634753","https://openalex.org/W2494054254","https://openalex.org/W2550797816","https://openalex.org/W2553915786","https://openalex.org/W2558891025","https://openalex.org/W2612644161","https://openalex.org/W2623595444","https://openalex.org/W2753969215","https://openalex.org/W2774090517","https://openalex.org/W2795342689","https://openalex.org/W2804739511","https://openalex.org/W2810474558","https://openalex.org/W2886881082","https://openalex.org/W2892279525","https://openalex.org/W2901713071","https://openalex.org/W2902978580","https://openalex.org/W2924509255","https://openalex.org/W2963993350","https://openalex.org/W6748645256"],"related_works":["https://openalex.org/W3013693939","https://openalex.org/W2566616303","https://openalex.org/W2159052453","https://openalex.org/W3131327266","https://openalex.org/W2734887215","https://openalex.org/W4297051394","https://openalex.org/W2752972570","https://openalex.org/W4386815338","https://openalex.org/W2145836866","https://openalex.org/W2706752825"],"abstract_inverted_index":{"Abstract":[0],"Human":[1],"activity":[2,35,80,162,174,226],"recognition":[3,36,81,175,227],"(HAR)":[4],"has":[5,180,201],"received":[6],"more":[7,9],"and":[8,25,79,87,138,149,176,200,228],"attention,":[10],"which":[11],"is":[12,47,65,110,191,217],"able":[13,218],"to":[14,67,82,114,120,133,156,194,208,219],"play":[15],"an":[16,32,95,182],"important":[17],"role":[18],"in":[19,37,41],"many":[20],"fields,":[21],"such":[22],"as":[23,70],"healthcare":[24,39],"intelligent":[26],"home.":[27],"Thus,":[28,128],"we":[29,215],"have":[30,74,153],"discussed":[31],"application":[33],"of":[34,91,185,198,205,211,230],"the":[38,63,76,89,121,168,177,196,203,213],"field":[40],"this":[42,57,189],"paper.":[43],"Essential":[44],"tremor":[45,78,231],"(ET)":[46],"a":[48,209],"common":[49],"neurological":[50],"disorder":[51],"that":[52],"can":[53],"make":[54],"people":[55,152],"with":[56,147],"disease":[58,64,99],"rise":[59],"involuntary":[60],"tremor.":[61],"Nowadays,":[62],"easy":[66],"be":[68],"misdiagnosed":[69],"other":[71],"diseases.":[72],"We":[73],"combined":[75],"essential":[77],"recognize":[83],"ET":[84,92,126,148,172,199,224],"patients\u2019":[85],"activities":[86],"evaluate":[88,195],"degree":[90,197,229],"for":[93,112,161],"providing":[94],"auxiliary":[96],"analysis":[97],"toward":[98],"diagnosis":[100],"by":[101],"utilizing":[102],"stacked":[103],"denoising":[104],"autoencoder":[105],"(SDAE)":[106],"model.":[107],"Meanwhile,":[108],"it":[109],"difficult":[111],"model":[113,179,190,214],"learn":[115],"enough":[116],"useful":[117],"features":[118],"due":[119],"small":[122,135],"behavior":[123],"dataset":[124],"from":[125],"patients.":[127],"resampling":[129],"techniques":[130],"are":[131],"proposed":[132],"alleviate":[134],"sample":[136],"size":[137],"imbalanced":[139],"samples":[140],"problems.":[141],"In":[142],"our":[143],"experiment,":[144],"20":[145],"patients":[146,173,225],"5":[150],"healthy":[151],"been":[154],"chosen":[155],"collect":[157],"their":[158],"acceleration":[159],"data":[160],"recognition.":[163],"The":[164],"experimental":[165],"results":[166],"show":[167],"significant":[169,221],"result":[170],"on":[171,223],"SDAE":[178],"achieved":[181,202],"overall":[183],"accuracy":[184,204],"93.33%.":[186],"What\u2019s":[187],"more,":[188],"also":[192],"used":[193,216],"95.74%.":[206],"According":[207],"set":[210],"experiments,":[212],"acquire":[220],"performance":[222],"assessment.":[232]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":4}],"updated_date":"2026-02-27T06:17:20.405678","created_date":"2025-10-10T00:00:00"}