{"id":"https://openalex.org/W4415709245","doi":"https://doi.org/10.1109/icme59968.2025.11209243","title":"CAMCKG: A Framework for Trigger-Action Recommendation Combining Attention Mechanism and Continuous Kernel Graph Convolution","display_name":"CAMCKG: A Framework for Trigger-Action Recommendation Combining Attention Mechanism and Continuous Kernel Graph Convolution","publication_year":2025,"publication_date":"2025-06-30","ids":{"openalex":"https://openalex.org/W4415709245","doi":"https://doi.org/10.1109/icme59968.2025.11209243"},"language":null,"primary_location":{"id":"doi:10.1109/icme59968.2025.11209243","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme59968.2025.11209243","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Multimedia and Expo (ICME)","raw_type":"proceedings-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/A5102009688","display_name":"Jiangfeng Li","orcid":"https://orcid.org/0000-0002-2567-9895"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiangfeng Li","raw_affiliation_strings":["Tongji University,School of Computer Science and Technology,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Tongji University,School of Computer Science and Technology,Shanghai,China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100374850","display_name":"Shijie Wang","orcid":"https://orcid.org/0000-0002-7990-4883"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shijie Wang","raw_affiliation_strings":["Tongji University,School of Computer Science and Technology,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Tongji University,School of Computer Science and Technology,Shanghai,China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058703254","display_name":"Zijun Huang","orcid":"https://orcid.org/0000-0002-3142-9294"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zijun Huang","raw_affiliation_strings":["Tongji University,School of Computer Science and Technology,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Tongji University,School of Computer Science and Technology,Shanghai,China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100427031","display_name":"Yifan Li","orcid":"https://orcid.org/0000-0002-1247-0718"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yifan Li","raw_affiliation_strings":["Tongji University,School of Computer Science and Technology,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Tongji University,School of Computer Science and Technology,Shanghai,China","institution_ids":["https://openalex.org/I116953780"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5102009688"],"corresponding_institution_ids":["https://openalex.org/I116953780"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.32116639,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13197","display_name":"Spreadsheets and End-User Computing","score":0.1216999962925911,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T13197","display_name":"Spreadsheets and End-User Computing","score":0.1216999962925911,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T10203","display_name":"Recommender Systems and Techniques","score":0.09629999846220016,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10639","display_name":"Advanced Software Engineering Methodologies","score":0.04600000008940697,"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/automation","display_name":"Automation","score":0.5496000051498413},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5195000171661377},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.4959000051021576},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.45669999718666077},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.3553999960422516},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.351500004529953},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.326200008392334}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8345999717712402},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.5496000051498413},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5195000171661377},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.4959000051021576},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.45669999718666077},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.3553999960422516},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.351500004529953},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.326200008392334},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32409998774528503},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.319599986076355},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.3142000138759613},{"id":"https://openalex.org/C35578498","wikidata":"https://www.wikidata.org/wiki/Q193424","display_name":"Web service","level":2,"score":0.3140999972820282},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.29280000925064087},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2904999852180481},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.28929999470710754},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.2890999913215637},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.27619999647140503},{"id":"https://openalex.org/C146380142","wikidata":"https://www.wikidata.org/wiki/Q1137726","display_name":"Directed graph","level":2,"score":0.2743000090122223},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2563999891281128},{"id":"https://openalex.org/C88230418","wikidata":"https://www.wikidata.org/wiki/Q131476","display_name":"Graph theory","level":2,"score":0.25110000371932983}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icme59968.2025.11209243","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme59968.2025.11209243","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Multimedia and Expo (ICME)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322449","display_name":"Tongji University","ror":"https://ror.org/03rc6as71"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W1880262756","https://openalex.org/W2144211451","https://openalex.org/W2608358627","https://openalex.org/W2911286998","https://openalex.org/W2965857891","https://openalex.org/W2972151630","https://openalex.org/W3009409007","https://openalex.org/W4308641626","https://openalex.org/W4312282545","https://openalex.org/W4385392840"],"related_works":[],"abstract_inverted_index":{"Trigger-Action":[0],"Programming":[1],"(TAP)":[2],"enables":[3],"the":[4,24,41,80],"automation":[5,46],"of":[6,8,26,31,98],"Internet":[7],"Things":[9],"(IoT)":[10],"processes":[11],"by":[12],"creating":[13],"rules":[14],"that":[15,117],"trigger":[16,71],"specific":[17],"actions":[18],"based":[19,68],"on":[20,69],"certain":[21],"conditions.":[22],"As":[23],"number":[25],"IoT":[27],"services,":[28],"including":[29],"those":[30],"multimedia":[32],"devices":[33],"and":[34,50,83,101,111,126],"applications,":[35],"continues":[36],"to":[37,63,88,106],"grow,":[38],"manually":[39],"selecting":[40],"right":[42],"service":[43,132],"pairs":[44],"for":[45,134],"becomes":[47],"increasingly":[48],"difficult":[49],"time-consuming.":[51],"To":[52],"address":[53],"this,":[54],"we":[55],"propose":[56],"CAMCKG,":[57],"an":[58],"innovative":[59],"three-layer":[60],"framework":[61,77,119],"designed":[62],"recommend":[64],"appropriate":[65],"action":[66],"services":[67,87],"user-defined":[70],"services.":[72],"Unlike":[73],"existing":[74],"methods,":[75],"this":[76],"effectively":[78],"utilizes":[79],"complex":[81],"information":[82,109],"relationships":[84],"within":[85],"TAP":[86,135],"enable":[89],"more":[90],"intelligent":[91],"automation.":[92],"It":[93],"introduces":[94],"a":[95,128],"novel":[96],"combination":[97],"attention":[99],"mechanisms":[100],"continuous":[102],"kernel":[103],"graph":[104],"convolution":[105],"achieve":[107],"better":[108],"aggregation":[110],"personalized":[112],"recommendations.":[113],"Experimental":[114],"results":[115],"demonstrate":[116],"our":[118],"outperforms":[120],"baseline":[121],"models,":[122],"validating":[123],"its":[124],"effectiveness":[125],"signifying":[127],"major":[129],"advancement":[130],"in":[131],"recommendation":[133],"systems.":[136]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-30T00:00:00"}