{"id":"https://openalex.org/W4401496858","doi":"https://doi.org/10.1142/s0218126625500318","title":"Research on CNN-BiLSTM-SAM and Multimodal Feature Fusion for Speech Lie Detection","display_name":"Research on CNN-BiLSTM-SAM and Multimodal Feature Fusion for Speech Lie Detection","publication_year":2024,"publication_date":"2024-08-11","ids":{"openalex":"https://openalex.org/W4401496858","doi":"https://doi.org/10.1142/s0218126625500318"},"language":"en","primary_location":{"id":"doi:10.1142/s0218126625500318","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218126625500318","pdf_url":null,"source":{"id":"https://openalex.org/S167602672","display_name":"Journal of Circuits Systems and Computers","issn_l":"0218-1266","issn":["0218-1266","1793-6454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Circuits, Systems and Computers","raw_type":"journal-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/A5107677760","display_name":"Yan Zhou","orcid":"https://orcid.org/0000-0002-1038-7910"},"institutions":[{"id":"https://openalex.org/I4210092223","display_name":"Suzhou Vocational University","ror":"https://ror.org/00hn8pj83","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092223"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yan Zhou","raw_affiliation_strings":["School of Electronics and Information Engineering, Suzhou Vocational University, Jiangsu, Suzhou 215104, P. R. China"],"raw_orcid":"https://orcid.org/0000-0002-1038-7910","affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Suzhou Vocational University, Jiangsu, Suzhou 215104, P. R. China","institution_ids":["https://openalex.org/I4210092223"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101809183","display_name":"Xinyu Pan","orcid":"https://orcid.org/0000-0003-4219-4790"},"institutions":[{"id":"https://openalex.org/I308837","display_name":"Suzhou University of Science and Technology","ror":"https://ror.org/04en8wb91","country_code":"CN","type":"education","lineage":["https://openalex.org/I308837"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyu Pan","raw_affiliation_strings":["School of Electronics and Information Engineering, Suzhou University of Science and Technology, Jiangsu, Suzhou 215009, P. R. China"],"raw_orcid":"https://orcid.org/0000-0003-4219-4790","affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Suzhou University of Science and Technology, Jiangsu, Suzhou 215009, P. R. China","institution_ids":["https://openalex.org/I308837"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051442708","display_name":"Feng Bu","orcid":"https://orcid.org/0000-0003-3761-6848"},"institutions":[{"id":"https://openalex.org/I4210092223","display_name":"Suzhou Vocational University","ror":"https://ror.org/00hn8pj83","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092223"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Bu","raw_affiliation_strings":["School of Electronics and Information Engineering, Suzhou Vocational University, Jiangsu, Suzhou 215104, P. R. China"],"raw_orcid":"https://orcid.org/0000-0003-3761-6848","affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Suzhou Vocational University, Jiangsu, Suzhou 215104, P. R. China","institution_ids":["https://openalex.org/I4210092223"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5107677760"],"corresponding_institution_ids":["https://openalex.org/I4210092223"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.10412714,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"34","issue":"01","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10201","display_name":"Speech Recognition and Synthesis","score":0.9294999837875366,"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/T10201","display_name":"Speech Recognition and Synthesis","score":0.9294999837875366,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5640487670898438},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5341590642929077},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4865221381187439},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.4860546886920929},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.48011350631713867},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4758457839488983},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.32687026262283325},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.18845435976982117}],"concepts":[{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5640487670898438},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5341590642929077},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4865221381187439},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.4860546886920929},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.48011350631713867},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4758457839488983},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.32687026262283325},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.18845435976982117},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218126625500318","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218126625500318","pdf_url":null,"source":{"id":"https://openalex.org/S167602672","display_name":"Journal of Circuits Systems and Computers","issn_l":"0218-1266","issn":["0218-1266","1793-6454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Circuits, Systems and Computers","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2040012077","https://openalex.org/W2163833659","https://openalex.org/W2900348361","https://openalex.org/W2912901275","https://openalex.org/W2983284857","https://openalex.org/W3033381286","https://openalex.org/W3088389255","https://openalex.org/W3096146762","https://openalex.org/W3114409758","https://openalex.org/W3171289823","https://openalex.org/W3194648426","https://openalex.org/W4281671616","https://openalex.org/W4377235461","https://openalex.org/W4396766388"],"related_works":["https://openalex.org/W2099421762","https://openalex.org/W2530546662","https://openalex.org/W3147584709","https://openalex.org/W2967030268","https://openalex.org/W2977677679","https://openalex.org/W2185253430","https://openalex.org/W1992327129","https://openalex.org/W4210345652","https://openalex.org/W2381986121","https://openalex.org/W4386159726"],"abstract_inverted_index":{"Lying":[0],"state":[1],"detection":[2,17,45,68,163,186,196,201,209],"is":[3,56],"a":[4,64,74,80,199],"typical":[5],"psychological":[6,27,167],"calculation":[7],"problem":[8],"with":[9,79],"significant":[10,200],"spatiotemporal":[11,61],"dynamic":[12,24],"changes.":[13],"However,":[14],"most":[15],"existing":[16,207],"methods":[18,50],"have":[19],"not":[20,40],"fully":[21],"considered":[22],"the":[23,30,99,120,132,139,162,174,183,192,206],"changes":[25],"in":[26,36,115,123,136,144],"states,":[28],"and":[29,54,88,112,119,138,146,155],"distribution":[31],"information":[32,117,122],"of":[33,92,141,153,165],"time":[34,137],"series":[35],"multimodal":[37,52,89,151],"spaces":[38],"has":[39,98,198],"effectively":[41],"utilized.":[42],"The":[43,128,169],"current":[44],"systems":[46],"lack":[47],"adaptive":[48],"fusion":[49,91],"for":[51,161],"features":[53,152],"it":[55],"difficult":[57],"to":[58,101,149,205],"extract":[59,102],"their":[60],"dependencies.":[62],"Therefore,":[63],"novel":[65],"speech":[66,194],"lie":[67,179,185,195,208],"model":[69,130,164,197],"was":[70],"proposed":[71,129,193],"that":[72,182],"combines":[73],"Convolutional":[75],"Neural":[76],"Network":[77],"(CNN)":[78],"Bidirectional":[81],"Long":[82],"Short-Term":[83],"Memory":[84],"(BiLSTM)":[85],"neural":[86],"network":[87],"feature":[90,159],"Spatiotemporal":[93],"Attention":[94],"Mechanism":[95],"(SAM).":[96],"CNN":[97],"ability":[100],"local":[103],"spatial":[104,156],"features,":[105],"while":[106],"BiLSTM":[107],"can":[108,125],"handle":[109],"long":[110],"sequences":[111,124],"long-term":[113],"dependencies":[114,157],"bidirectional":[116],"flows,":[118],"contextual":[121],"be":[126],"captured.":[127],"combined":[131],"short-term":[133],"stationary":[134],"characteristics":[135],"diversity":[140],"semantic":[142],"environments":[143],"space,":[145],"introduced":[147],"SAM":[148],"fuse":[150],"temporal":[154],"as":[158],"vectors":[160],"lying":[166],"states.":[168],"simulation":[170],"experiment":[171],"results":[172],"on":[173],"Open-source":[175],"Real":[176],"Life":[177],"Trial":[178],"database":[180],"show":[181],"average":[184],"rate":[187],"reaches":[188],"88.09%.":[189],"In":[190],"general,":[191],"accuracy":[202],"improvement":[203],"compared":[204],"models.":[210]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
