{"id":"https://openalex.org/W4401333784","doi":"https://doi.org/10.1007/s44196-024-00624-3","title":"A Novel Multi-modal Sentiment Analysis Based on Multiple Kernel Learning with Margin-Dimension Constraint","display_name":"A Novel Multi-modal Sentiment Analysis Based on Multiple Kernel Learning with Margin-Dimension Constraint","publication_year":2024,"publication_date":"2024-08-05","ids":{"openalex":"https://openalex.org/W4401333784","doi":"https://doi.org/10.1007/s44196-024-00624-3"},"language":"en","primary_location":{"id":"doi:10.1007/s44196-024-00624-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-024-00624-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-024-00624-3.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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","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/s44196-024-00624-3.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100361668","display_name":"Jun Liu","orcid":"https://orcid.org/0000-0001-7390-8958"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jun Liu","raw_affiliation_strings":["School of Software Engineering, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China"],"raw_orcid":"https://orcid.org/0000-0001-7390-8958","affiliations":[{"raw_affiliation_string":"School of Software Engineering, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jun Liu","orcid":"https://orcid.org/0000-0001-7390-8958"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Liu","raw_affiliation_strings":["School of Software Engineering, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China"],"raw_orcid":"https://orcid.org/0000-0001-7390-8958","affiliations":[{"raw_affiliation_string":"School of Software Engineering, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113321319","display_name":"Guangrong Wan","orcid":null},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhihao Wang","raw_affiliation_strings":["School of Software Engineering, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software Engineering, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113321319","display_name":"Guangrong Wan","orcid":null},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangrong Wan","raw_affiliation_strings":["School of Software Engineering, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software Engineering, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100361599","display_name":"Jianbo Liu","orcid":"https://orcid.org/0000-0003-4392-1056"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianbo Liu","raw_affiliation_strings":["School of Software Engineering, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software Engineering, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100361599","display_name":"Jianbo Liu","orcid":"https://orcid.org/0000-0003-4392-1056"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jianbo Liu","raw_affiliation_strings":["School of Software Engineering, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software Engineering, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China","institution_ids":["https://openalex.org/I10535382"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5100361599","https://openalex.org/A5100361668"],"corresponding_institution_ids":["https://openalex.org/I10535382"],"apc_list":{"value":1390,"currency":"GBP","value_usd":1704},"apc_paid":{"value":1390,"currency":"GBP","value_usd":1704},"fwci":1.2187,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.81993199,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"17","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9955000281333923,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9955000281333923,"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/T11439","display_name":"Video Analysis and Summarization","score":0.9945999979972839,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9883000254631042,"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/dimension","display_name":"Dimension (graph theory)","score":0.7331099510192871},{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.648731529712677},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.6387168765068054},{"id":"https://openalex.org/keywords/margin","display_name":"Margin (machine learning)","score":0.6335360407829285},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.5924577713012695},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5808095335960388},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5551408529281616},{"id":"https://openalex.org/keywords/kernel-method","display_name":"Kernel method","score":0.43993744254112244},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.38547879457473755},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.36159324645996094},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32866013050079346},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.26325172185897827},{"id":"https://openalex.org/keywords/discrete-mathematics","display_name":"Discrete mathematics","score":0.06304410099983215},{"id":"https://openalex.org/keywords/combinatorics","display_name":"Combinatorics","score":0.04790815711021423}],"concepts":[{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.7331099510192871},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.648731529712677},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.6387168765068054},{"id":"https://openalex.org/C774472","wikidata":"https://www.wikidata.org/wiki/Q6760393","display_name":"Margin (machine learning)","level":2,"score":0.6335360407829285},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.5924577713012695},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5808095335960388},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5551408529281616},{"id":"https://openalex.org/C122280245","wikidata":"https://www.wikidata.org/wiki/Q620622","display_name":"Kernel method","level":3,"score":0.43993744254112244},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.38547879457473755},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.36159324645996094},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32866013050079346},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.26325172185897827},{"id":"https://openalex.org/C118615104","wikidata":"https://www.wikidata.org/wiki/Q121416","display_name":"Discrete mathematics","level":1,"score":0.06304410099983215},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.04790815711021423},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s44196-024-00624-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-024-00624-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-024-00624-3.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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:53bdd7bc265b4e0388e945ebc18d13b4","is_oa":false,"landing_page_url":"https://doaj.org/article/53bdd7bc265b4e0388e945ebc18d13b4","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Computational Intelligence Systems, Vol 17, Iss 1, Pp 1-13 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s44196-024-00624-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-024-00624-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-024-00624-3.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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","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/G1901128959","display_name":null,"funder_award_id":"cstc2021jcyj-msxmX0530","funder_id":"https://openalex.org/F4320327865","funder_display_name":"Chongqing Research Program of Basic Research and Frontier Technology"}],"funders":[{"id":"https://openalex.org/F4320327865","display_name":"Chongqing Research Program of Basic Research and Frontier Technology","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4401333784.pdf"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W1622047579","https://openalex.org/W1983364832","https://openalex.org/W1985867508","https://openalex.org/W1986280275","https://openalex.org/W2085044339","https://openalex.org/W2087347434","https://openalex.org/W2108136473","https://openalex.org/W2108995755","https://openalex.org/W2122563357","https://openalex.org/W2144299089","https://openalex.org/W2146334809","https://openalex.org/W2155953067","https://openalex.org/W2161444669","https://openalex.org/W2167453047","https://openalex.org/W2169171650","https://openalex.org/W2204231418","https://openalex.org/W2282078620","https://openalex.org/W2344173806","https://openalex.org/W2589952946","https://openalex.org/W2619383789","https://openalex.org/W2799683370","https://openalex.org/W2885719698","https://openalex.org/W2886379096","https://openalex.org/W2900928715","https://openalex.org/W2912310744","https://openalex.org/W2924805576","https://openalex.org/W2958208506","https://openalex.org/W2966248858","https://openalex.org/W2979979528","https://openalex.org/W3014528715","https://openalex.org/W3043542800","https://openalex.org/W3048659618","https://openalex.org/W3206577156"],"related_works":["https://openalex.org/W2089892314","https://openalex.org/W1603091392","https://openalex.org/W4386075310","https://openalex.org/W2169565408","https://openalex.org/W2127229869","https://openalex.org/W3123056048","https://openalex.org/W2150638158","https://openalex.org/W2121506664","https://openalex.org/W2363184354","https://openalex.org/W2137862631"],"abstract_inverted_index":{"Most":[0],"of":[1,11,20,23,44,49,74,78,122,165],"the":[2,8,14,17,21,42,62,75,111,120,126,148,156,163],"sentiment":[3,91,143,152,167],"analysis":[4,168],"studies":[5],"focus":[6],"on":[7,101,132,147],"sentimental":[9],"classification":[10],"pictures":[12],"in":[13,41,93,162],"video,":[15],"ignoring":[16],"spatio-temporal":[18],"information":[19],"sequence":[22],"picture":[24],"frames":[25],"as":[26,28],"well":[27],"text":[29,140],"and":[30,69,125,141,150],"audio":[31,142],"information.":[32],"The":[33],"multiple":[34,51,54,96,127],"kernel":[35,55,97,128],"learning":[36,98,129],"is":[37,58,105,116,135],"a":[38,85,95],"new":[39],"hotspot":[40],"field":[43,164],"nuclear":[45],"machine":[46],"learning,":[47,56],"capable":[48],"handling":[50],"modalities.":[52],"For":[53],"it":[57],"easy":[59],"to":[60,118,137],"ignore":[61],"basic":[63],"features":[64,77,121],"that":[65,155],"are":[66],"not":[67],"discriminative,":[68],"cannot":[70],"make":[71],"full":[72],"use":[73],"base":[76],"different":[79],"modes.":[80],"This":[81],"paper":[82],"puts":[83],"forward":[84],"novel":[86],"multi-modal":[87,166],"fusion":[88],"model":[89,158],"for":[90,107],"analysis,":[92],"which":[94],"algorithm":[99,130],"based":[100,131],"convolution":[102],"margin-dimension":[103,133],"constraint":[104,134],"proposed":[106,157],"feature":[108],"fusion.":[109],"Moreover,":[110],"3D":[112],"convolutional":[113],"neural":[114],"network":[115],"used":[117,136],"extract":[119],"visual":[123],"information,":[124],"fuse":[138],"visual,":[139],"features.":[144],"Experiments":[145],"conducted":[146],"MOUD":[149],"IEMOCAP":[151],"databases":[153],"show":[154],"outperforms":[159],"existing":[160],"models":[161],"research.":[169]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4}],"updated_date":"2026-07-21T08:15:58.654021","created_date":"2025-10-10T00:00:00"}