{"id":"https://openalex.org/W4367320502","doi":"https://doi.org/10.3390/s23083979","title":"Improved Motion Artifact Correction in fNIRS Data by Combining Wavelet and Correlation-Based Signal Improvement","display_name":"Improved Motion Artifact Correction in fNIRS Data by Combining Wavelet and Correlation-Based Signal Improvement","publication_year":2023,"publication_date":"2023-04-14","ids":{"openalex":"https://openalex.org/W4367320502","doi":"https://doi.org/10.3390/s23083979","pmid":"https://pubmed.ncbi.nlm.nih.gov/37112320"},"language":"en","primary_location":{"id":"doi:10.3390/s23083979","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23083979","pdf_url":"https://www.mdpi.com/1424-8220/23/8/3979/pdf?version=1681457267","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/23/8/3979/pdf?version=1681457267","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033890486","display_name":"Hayder R. Al-Omairi","orcid":"https://orcid.org/0000-0002-1637-263X"},"institutions":[{"id":"https://openalex.org/I129877168","display_name":"Carl von Ossietzky Universit\u00e4t Oldenburg","ror":"https://ror.org/033n9gh91","country_code":"DE","type":"education","lineage":["https://openalex.org/I129877168"]},{"id":"https://openalex.org/I171256487","display_name":"University of Technology - Iraq","ror":"https://ror.org/01w1ehb86","country_code":"IQ","type":"education","lineage":["https://openalex.org/I171256487"]}],"countries":["DE","IQ"],"is_corresponding":false,"raw_author_name":"Hayder R. Al-Omairi","raw_affiliation_strings":["Applied Neurocognitive Psychology Lab, Carl von Ossietzky Universit\u00e4t Oldenburg, D-26129 Oldenburg, Germany","Department of Biomedical Engineering, University of Technology\u2014Iraq, Baghdad 10066, Iraq"],"raw_orcid":"https://orcid.org/0000-0002-1637-263X","affiliations":[{"raw_affiliation_string":"Applied Neurocognitive Psychology Lab, Carl von Ossietzky Universit\u00e4t Oldenburg, D-26129 Oldenburg, Germany","institution_ids":["https://openalex.org/I129877168"]},{"raw_affiliation_string":"Department of Biomedical Engineering, University of Technology\u2014Iraq, Baghdad 10066, Iraq","institution_ids":["https://openalex.org/I171256487"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006419344","display_name":"Sebastian Fudickar","orcid":"https://orcid.org/0000-0002-3553-5131"},"institutions":[{"id":"https://openalex.org/I129877168","display_name":"Carl von Ossietzky Universit\u00e4t Oldenburg","ror":"https://ror.org/033n9gh91","country_code":"DE","type":"education","lineage":["https://openalex.org/I129877168"]},{"id":"https://openalex.org/I9341345","display_name":"University of L\u00fcbeck","ror":"https://ror.org/00t3r8h32","country_code":"DE","type":"education","lineage":["https://openalex.org/I9341345"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sebastian Fudickar","raw_affiliation_strings":["Assistance Systems and Medical Device Technology, Carl von Ossietzky Universit\u00e4t Oldenburg, D-26111 Oldenburg, Germany","Institute for Medical Informatics, University of L\u00fcbeck, D-23538 L\u00fcbeck, Germany"],"raw_orcid":"https://orcid.org/0000-0002-3553-5131","affiliations":[{"raw_affiliation_string":"Assistance Systems and Medical Device Technology, Carl von Ossietzky Universit\u00e4t Oldenburg, D-26111 Oldenburg, Germany","institution_ids":["https://openalex.org/I129877168"]},{"raw_affiliation_string":"Institute for Medical Informatics, University of L\u00fcbeck, D-23538 L\u00fcbeck, Germany","institution_ids":["https://openalex.org/I9341345"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060354161","display_name":"Andreas Hein","orcid":"https://orcid.org/0000-0001-8846-2282"},"institutions":[{"id":"https://openalex.org/I129877168","display_name":"Carl von Ossietzky Universit\u00e4t Oldenburg","ror":"https://ror.org/033n9gh91","country_code":"DE","type":"education","lineage":["https://openalex.org/I129877168"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Andreas Hein","raw_affiliation_strings":["Assistance Systems and Medical Device Technology, Carl von Ossietzky Universit\u00e4t Oldenburg, D-26111 Oldenburg, Germany"],"raw_orcid":"https://orcid.org/0000-0001-8846-2282","affiliations":[{"raw_affiliation_string":"Assistance Systems and Medical Device Technology, Carl von Ossietzky Universit\u00e4t Oldenburg, D-26111 Oldenburg, Germany","institution_ids":["https://openalex.org/I129877168"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089873821","display_name":"Jochem W. Rieger","orcid":"https://orcid.org/0000-0003-0955-2306"},"institutions":[{"id":"https://openalex.org/I129877168","display_name":"Carl von Ossietzky Universit\u00e4t Oldenburg","ror":"https://ror.org/033n9gh91","country_code":"DE","type":"education","lineage":["https://openalex.org/I129877168"]},{"id":"https://openalex.org/I4210144375","display_name":"Hearing4all","ror":"https://ror.org/0393vzh87","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210144375"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Jochem W. Rieger","raw_affiliation_strings":["Applied Neurocognitive Psychology Lab, Carl von Ossietzky Universit\u00e4t Oldenburg, D-26129 Oldenburg, Germany","Cluster of Excellence Hearing4all, Carl von Ossietzky Universit\u00e4t Oldenburg, D-26129 Oldenburg, Germany"],"raw_orcid":"https://orcid.org/0000-0003-0955-2306","affiliations":[{"raw_affiliation_string":"Applied Neurocognitive Psychology Lab, Carl von Ossietzky Universit\u00e4t Oldenburg, D-26129 Oldenburg, Germany","institution_ids":["https://openalex.org/I129877168"]},{"raw_affiliation_string":"Cluster of Excellence Hearing4all, Carl von Ossietzky Universit\u00e4t Oldenburg, D-26129 Oldenburg, Germany","institution_ids":["https://openalex.org/I129877168","https://openalex.org/I4210144375"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5089873821"],"corresponding_institution_ids":["https://openalex.org/I129877168","https://openalex.org/I4210144375"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2673},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2673},"fwci":1.2144,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.75518098,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"23","issue":"8","first_page":"3979","last_page":"3979"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11324","display_name":"Spectroscopy Techniques in Biomedical and Chemical Research","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10977","display_name":"Optical Imaging and Spectroscopy Techniques","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artifact","display_name":"Artifact (error)","score":0.856062650680542},{"id":"https://openalex.org/keywords/correlation","display_name":"Correlation","score":0.657368540763855},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.6265603303909302},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5884658694267273},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.5694783329963684},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5592014193534851},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4666725695133209},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4422050416469574},{"id":"https://openalex.org/keywords/motion","display_name":"Motion (physics)","score":0.4146858751773834},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.20901602506637573}],"concepts":[{"id":"https://openalex.org/C2779010991","wikidata":"https://www.wikidata.org/wiki/Q2720909","display_name":"Artifact (error)","level":2,"score":0.856062650680542},{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.657368540763855},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.6265603303909302},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5884658694267273},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.5694783329963684},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5592014193534851},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4666725695133209},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4422050416469574},{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.4146858751773834},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20901602506637573},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009038","descriptor_name":"Motion","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009038","descriptor_name":"Motion","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009038","descriptor_name":"Motion","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016477","descriptor_name":"Artifacts","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016477","descriptor_name":"Artifacts","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016477","descriptor_name":"Artifacts","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019265","descriptor_name":"Spectroscopy, Near-Infrared","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D019265","descriptor_name":"Spectroscopy, Near-Infrared","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D019265","descriptor_name":"Spectroscopy, Near-Infrared","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D019416","descriptor_name":"Head Movements","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019416","descriptor_name":"Head Movements","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019416","descriptor_name":"Head Movements","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.3390/s23083979","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23083979","pdf_url":"https://www.mdpi.com/1424-8220/23/8/3979/pdf?version=1681457267","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:37112320","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37112320","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10146128","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10146128","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10146128/pdf/sensors-23-03979.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"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":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:a204da1ed8a0438baa1b15f47f16c36d","is_oa":true,"landing_page_url":"https://doaj.org/article/a204da1ed8a0438baa1b15f47f16c36d","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":"Sensors, Vol 23, Iss 8, p 3979 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/23/8/3979/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s23083979","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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":"Sensors; Volume 23; Issue 8; Pages: 3979","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s23083979","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23083979","pdf_url":"https://www.mdpi.com/1424-8220/23/8/3979/pdf?version=1681457267","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4367320502.pdf"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W96336251","https://openalex.org/W1496205134","https://openalex.org/W1973638771","https://openalex.org/W1980786684","https://openalex.org/W1996776986","https://openalex.org/W1998075891","https://openalex.org/W1999340799","https://openalex.org/W2002994039","https://openalex.org/W2004995977","https://openalex.org/W2024081693","https://openalex.org/W2025175823","https://openalex.org/W2029802912","https://openalex.org/W2053356496","https://openalex.org/W2060472216","https://openalex.org/W2109333096","https://openalex.org/W2109606373","https://openalex.org/W2127928186","https://openalex.org/W2149821323","https://openalex.org/W2155930717","https://openalex.org/W2165201535","https://openalex.org/W2168226253","https://openalex.org/W2195752700","https://openalex.org/W2570760970","https://openalex.org/W2608445072","https://openalex.org/W2615518588","https://openalex.org/W2792924962","https://openalex.org/W2890089175","https://openalex.org/W2954737155","https://openalex.org/W3005633550","https://openalex.org/W3008890073","https://openalex.org/W3015810098","https://openalex.org/W3017341640","https://openalex.org/W3089379989","https://openalex.org/W3115969243","https://openalex.org/W3119666920","https://openalex.org/W3131960415","https://openalex.org/W3154525778","https://openalex.org/W4200363188","https://openalex.org/W4225890127","https://openalex.org/W4294214781","https://openalex.org/W6679006922"],"related_works":["https://openalex.org/W52840052","https://openalex.org/W1687852313","https://openalex.org/W3029243869","https://openalex.org/W2019696434","https://openalex.org/W2502336004","https://openalex.org/W1741504538","https://openalex.org/W3162837891","https://openalex.org/W4308623176","https://openalex.org/W2358078963","https://openalex.org/W2023249001"],"abstract_inverted_index":{"Functional":[0],"near-infrared":[1],"spectroscopy":[2],"(fNIRS)":[3],"is":[4],"an":[5,40],"optical":[6],"non-invasive":[7],"neuroimaging":[8],"technique":[9],"that":[10,47,192],"allows":[11],"participants":[12,99],"to":[13,25,29,61,109,119,180],"move":[14],"relatively":[15],"freely.":[16],"However,":[17],"head":[18,108],"movements":[19,23],"frequently":[20],"cause":[21],"optode":[22],"relative":[24],"the":[26,34,133,140,145,158,165,177,182],"head,":[27],"leading":[28],"motion":[30],"artifacts":[31],"(MA)":[32],"in":[33,97,130],"measured":[35,94],"signal.":[36],"Here,":[37],"we":[38,93,126],"propose":[39],"improved":[41],"algorithmic":[42],"approach":[43,200],"for":[44],"MA":[45,58,141],"correction":[46,59,64,142],"combines":[48],"wavelet":[49,83],"and":[50,85,104,154,156,174],"correlation-based":[51,86],"signal":[52,87],"improvement":[53],"(WCBSI).":[54],"We":[55,138],"compare":[56],"its":[57],"accuracy":[60],"multiple":[62],"established":[63],"approaches":[65],"(spline":[66],"interpolation,":[67],"spline-Savitzky\u2013Golay":[68],"filter,":[69,82,84],"principal":[70,74],"component":[71,75],"analysis,":[72,76],"targeted":[73],"robust":[77],"locally":[78],"weighted":[79],"regression":[80],"smoothing":[81],"improvement)":[88],"on":[89,147],"real":[90],"data.":[91],"Therefore,":[92],"brain":[95,124],"activity":[96],"20":[98],"performing":[100],"a":[101,121,128],"hand-tapping":[102],"task":[103,135],"simultaneously":[105],"moving":[106],"their":[107],"produce":[110],"MAs":[111],"at":[112],"different":[113],"levels":[114],"of":[115],"severity.":[116],"In":[117],"order":[118],"obtain":[120],"\u201cground":[122],"truth\u201d":[123],"activation,":[125],"added":[127],"condition":[129],"which":[131],"only":[132,166],"tapping":[134],"was":[136,164],"performed.":[137],"compared":[139],"performance":[143,170],"among":[144,193],"algorithms":[146,195],"four":[148],"predefined":[149],"metrics":[150],"(R,":[151],"RMSE,":[152],"MAPE,":[153],"\u0394AUC)":[155],"ranked":[157,184],"performances.":[159],"The":[160],"suggested":[161,198],"WCBSI":[162,199],"algorithm":[163,185],"one":[167],"exceeding":[168],"average":[169],"(p":[171],"&lt;":[172],"0.001),":[173],"it":[175],"had":[176],"highest":[178],"probability":[179],"be":[181],"best":[183],"(78.8%":[186],"probability).":[187],"Together,":[188],"our":[189,197],"results":[190],"indicate":[191],"all":[194,205],"tested,":[196],"performed":[201],"consistently":[202],"favorably":[203],"across":[204],"measures.":[206]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":4}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
