{"id":"https://openalex.org/W4402997431","doi":"https://doi.org/10.1049/2024/4982277","title":"Research on TCN Model Based on SSARF Feature Selection in the Field of Human Behavior Recognition","display_name":"Research on TCN Model Based on SSARF Feature Selection in the Field of Human Behavior Recognition","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4402997431","doi":"https://doi.org/10.1049/2024/4982277"},"language":"en","primary_location":{"id":"doi:10.1049/2024/4982277","is_oa":true,"landing_page_url":"https://doi.org/10.1049/2024/4982277","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1049/2024/4982277","source":{"id":"https://openalex.org/S2482923289","display_name":"IET Biometrics","issn_l":"2047-4938","issn":["2047-4938","2047-4946"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311714","host_organization_name":"Institution of Engineering and Technology","host_organization_lineage":["https://openalex.org/P4310311714"],"host_organization_lineage_names":["Institution of Engineering and Technology"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IET Biometrics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1049/2024/4982277","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100561728","display_name":"Wei Zhang","orcid":"https://orcid.org/0009-0004-6845-3847"},"institutions":[{"id":"https://openalex.org/I183006215","display_name":"Shijiazhuang University","ror":"https://ror.org/028rmam09","country_code":"CN","type":"education","lineage":["https://openalex.org/I183006215"]},{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Zhang","raw_affiliation_strings":["Shijiazhuang Campus ,  Army Engineering University of PLA ,  Shijiazhuang ,  China ,  ust.com.cn"],"raw_orcid":"https://orcid.org/0009-0004-6845-3847","affiliations":[{"raw_affiliation_string":"Shijiazhuang Campus ,  Army Engineering University of PLA ,  Shijiazhuang ,  China ,  ust.com.cn","institution_ids":["https://openalex.org/I183006215","https://openalex.org/I4210163363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113410613","display_name":"Guibo Yu","orcid":"https://orcid.org/0000-0002-2624-202X"},"institutions":[{"id":"https://openalex.org/I183006215","display_name":"Shijiazhuang University","ror":"https://ror.org/028rmam09","country_code":"CN","type":"education","lineage":["https://openalex.org/I183006215"]},{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guibo Yu","raw_affiliation_strings":["Shijiazhuang Campus ,  Army Engineering University of PLA ,  Shijiazhuang ,  China ,  ust.com.cn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shijiazhuang Campus ,  Army Engineering University of PLA ,  Shijiazhuang ,  China ,  ust.com.cn","institution_ids":["https://openalex.org/I183006215","https://openalex.org/I4210163363"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100971234","display_name":"Shijie Deng","orcid":null},"institutions":[{"id":"https://openalex.org/I183006215","display_name":"Shijiazhuang University","ror":"https://ror.org/028rmam09","country_code":"CN","type":"education","lineage":["https://openalex.org/I183006215"]},{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shijie Deng","raw_affiliation_strings":["Shijiazhuang Campus ,  Army Engineering University of PLA ,  Shijiazhuang ,  China ,  ust.com.cn"],"raw_orcid":"https://orcid.org/0009-0007-4574-263X","affiliations":[{"raw_affiliation_string":"Shijiazhuang Campus ,  Army Engineering University of PLA ,  Shijiazhuang ,  China ,  ust.com.cn","institution_ids":["https://openalex.org/I183006215","https://openalex.org/I4210163363"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100971234"],"corresponding_institution_ids":["https://openalex.org/I183006215","https://openalex.org/I4210163363"],"apc_list":{"value":2200,"currency":"USD","value_usd":2200},"apc_paid":{"value":2200,"currency":"USD","value_usd":2200},"fwci":0.3147,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.65583907,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"2024","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9940999746322632,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9940999746322632,"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":0.991100013256073,"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/T12740","display_name":"Gait Recognition and Analysis","score":0.9835000038146973,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.851304292678833},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.7073578834533691},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.6461314558982849},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5942854881286621},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5868602395057678},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5783316493034363},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.41649460792541504},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3927616477012634},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3704335689544678},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.355835884809494},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3500051498413086}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.851304292678833},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7073578834533691},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.6461314558982849},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5942854881286621},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5868602395057678},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5783316493034363},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.41649460792541504},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3927616477012634},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3704335689544678},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.355835884809494},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3500051498413086},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1049/2024/4982277","is_oa":true,"landing_page_url":"https://doi.org/10.1049/2024/4982277","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1049/2024/4982277","source":{"id":"https://openalex.org/S2482923289","display_name":"IET Biometrics","issn_l":"2047-4938","issn":["2047-4938","2047-4946"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311714","host_organization_name":"Institution of Engineering and Technology","host_organization_lineage":["https://openalex.org/P4310311714"],"host_organization_lineage_names":["Institution of Engineering and Technology"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IET Biometrics","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:2760026da48b49519ef2336a6b87809b","is_oa":true,"landing_page_url":"https://doaj.org/article/2760026da48b49519ef2336a6b87809b","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":"IET Biometrics, Vol 2024 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1049/2024/4982277","is_oa":true,"landing_page_url":"https://doi.org/10.1049/2024/4982277","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1049/2024/4982277","source":{"id":"https://openalex.org/S2482923289","display_name":"IET Biometrics","issn_l":"2047-4938","issn":["2047-4938","2047-4946"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311714","host_organization_name":"Institution of Engineering and Technology","host_organization_lineage":["https://openalex.org/P4310311714"],"host_organization_lineage_names":["Institution of Engineering and Technology"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IET Biometrics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4402997431.pdf","grobid_xml":"https://content.openalex.org/works/W4402997431.grobid-xml"},"referenced_works_count":47,"referenced_works":["https://openalex.org/W1717719404","https://openalex.org/W1982589161","https://openalex.org/W1991181258","https://openalex.org/W2008806637","https://openalex.org/W2014221868","https://openalex.org/W2043802108","https://openalex.org/W2064675550","https://openalex.org/W2094948701","https://openalex.org/W2149048950","https://openalex.org/W2157331557","https://openalex.org/W2342792048","https://openalex.org/W2766438525","https://openalex.org/W2888971264","https://openalex.org/W2911627187","https://openalex.org/W2911964244","https://openalex.org/W2912100719","https://openalex.org/W2922336153","https://openalex.org/W2997740130","https://openalex.org/W2998553334","https://openalex.org/W3011785450","https://openalex.org/W3016856208","https://openalex.org/W3021673939","https://openalex.org/W3048266885","https://openalex.org/W3133590696","https://openalex.org/W3184793156","https://openalex.org/W3193597430","https://openalex.org/W4212962367","https://openalex.org/W4254275792","https://openalex.org/W4280644903","https://openalex.org/W4283814371","https://openalex.org/W4285079306","https://openalex.org/W4289172806","https://openalex.org/W4291004227","https://openalex.org/W4312221979","https://openalex.org/W4317209102","https://openalex.org/W4378195202","https://openalex.org/W4379284108","https://openalex.org/W4381434576","https://openalex.org/W4382683580","https://openalex.org/W4385347040","https://openalex.org/W4386399766","https://openalex.org/W4386474254","https://openalex.org/W4388976757","https://openalex.org/W4389496408","https://openalex.org/W4389496994","https://openalex.org/W4390109111","https://openalex.org/W4399477140"],"related_works":["https://openalex.org/W4205762803","https://openalex.org/W2535856026","https://openalex.org/W2265065644","https://openalex.org/W2134699697","https://openalex.org/W3017188156","https://openalex.org/W2322875716","https://openalex.org/W2961085424","https://openalex.org/W3147584709","https://openalex.org/W4386564352","https://openalex.org/W2952668426"],"abstract_inverted_index":{"Human":[0,155],"behavior":[1],"recognition":[2,165,248],"is":[3,84,110],"the":[4,29,35,41,45,87,97,106,130,138,141,143,146,178,182,194,202,226,230,234,246],"process":[5,32],"of":[6,44,140,145,184,213,252],"automatically":[7],"identifying":[8],"and":[9,33,91,116,119,158,161,163,174,190,223,225,254],"analyzing":[10],"multiple":[11],"human":[12,75],"behaviors":[13],"using":[14],"modern":[15],"technology.":[16],"From":[17],"previous":[18],"studies,":[19],"we":[20,200],"find":[21],"that":[22,229],"redundant":[23],"features":[24,118,122,185],"not":[25],"only":[26],"slow":[27],"down":[28],"model":[30,60,83,90,147,205,232],"training":[31],"increase":[34],"structural":[36],"complexity":[37],"but":[38,181],"also":[39,244],"degrade":[40],"overall":[42],"performance":[43,144],"model.":[46],"To":[47],"overcome":[48],"this":[49,51],"problem,":[50],"paper":[52],"investigates":[53],"a":[54,93,124],"temporal":[55],"convolutional":[56],"neural":[57],"network":[58],"(TCN)":[59],"based":[61,78,85],"on":[62,79,86,105,150],"improved":[63,171],"sparrow":[64,98],"search":[65],"algorithm":[66,100],"random":[67,94],"forest":[68,95],"(SSARF)":[69],"feature":[70,132,196],"selection":[71],"to":[72,101,112,128,136,177,193],"accurately":[73],"identify":[74],"behavioral":[76],"traits":[77],"wearable":[80],"devices.":[81],"The":[82],"TCN":[88,203,231],"classification":[89,204],"incorporates":[92],"with":[96,123,206],"optimization":[99],"perform":[102],"dimensionality":[103],"reduction":[104],"original":[107,195],"features,":[108],"which":[109,169,257],"used":[111],"remove":[113],"poorly":[114],"correlated":[115],"unimportant":[117],"retain":[120],"effective":[121],"certain":[125],"contribution":[126],"rate":[127],"generate":[129],"optimal":[131],"subset.":[133],"In":[134,198],"order":[135],"verify":[137],"reliability":[139],"method,":[142],"was":[148,186],"evaluated":[149],"two":[151],"public":[152],"datasets,":[153],"UCI":[154],"Activity":[156],"Recognition":[157],"WISDM,":[159],"respectively,":[160],"98.54%":[162],"97.83%":[164],"accuracies":[166],"were":[167,170],"obtained,":[168],"by":[172,188],"0.47%":[173],"1.04%":[175],"compared":[176,192,201],"prefeature":[179],"selection,":[180],"number":[183],"reduced":[187],"84.31%":[189],"32.50%":[191],"set.":[197],"addition,":[199],"other":[207,235,255],"deep":[208],"learning":[209],"models":[210,237],"in":[211,238,250],"terms":[212,251],"evaluation":[214],"metrics":[215],"such":[216],"as":[217],"F":[218],"1":[219],"score,":[220],"recall,":[221],"precision,":[222],"accuracy,":[224],"results":[227],"showed":[228],"outperformed":[233],"control":[236],"all":[239],"four":[240],"metrics.":[241],"Meanwhile,":[242],"it":[243],"outperforms":[245],"existing":[247],"methods":[249],"accuracy":[253],"aspects,":[256],"have":[258],"some":[259],"practical":[260],"application":[261],"value.":[262]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}