{"id":"https://openalex.org/W4400490030","doi":"https://doi.org/10.1109/cscwd61410.2024.10580748","title":"Hierarchical Multi-Frequency Transform for Sequential Recommendation","display_name":"Hierarchical Multi-Frequency Transform for Sequential Recommendation","publication_year":2024,"publication_date":"2024-05-08","ids":{"openalex":"https://openalex.org/W4400490030","doi":"https://doi.org/10.1109/cscwd61410.2024.10580748"},"language":"en","primary_location":{"id":"doi:10.1109/cscwd61410.2024.10580748","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/cscwd61410.2024.10580748","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 27th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","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/A5102686371","display_name":"Zhenyi Fan","orcid":null},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenyi Fan","raw_affiliation_strings":["Guangdong University of Technology,School of Computer Science,Guangzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology,School of Computer Science,Guangzhou,China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100442139","display_name":"Hongbin Zhang","orcid":"https://orcid.org/0000-0001-9841-0961"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongbin Zhang","raw_affiliation_strings":["Guangdong University of Technology,School of Computer Science,Guangzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology,School of Computer Science,Guangzhou,China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111599927","display_name":"Guangyu Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangyu Lin","raw_affiliation_strings":["Guangdong University of Technology,School of Computer Science,Guangzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology,School of Computer Science,Guangzhou,China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032362514","display_name":"Lianglun Cheng","orcid":"https://orcid.org/0000-0002-8213-041X"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lianglun Cheng","raw_affiliation_strings":["Guangdong University of Technology,School of Computer Science,Guangzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology,School of Computer Science,Guangzhou,China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007409112","display_name":"Zhuowei Wang","orcid":"https://orcid.org/0000-0001-6479-5154"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhuowei Wang","raw_affiliation_strings":["Guangdong University of Technology,School of Computer Science,Guangzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology,School of Computer Science,Guangzhou,China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100348801","display_name":"Chong Chen","orcid":"https://orcid.org/0000-0003-2800-4647"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chong Chen","raw_affiliation_strings":["Guangdong University of Technology,School of Computers Science,Guangzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology,School of Computers Science,Guangzhou,China","institution_ids":["https://openalex.org/I139024713"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I139024713"],"apc_list":null,"apc_paid":null,"fwci":0.6755,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.74737721,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1559","last_page":"1564"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.853600025177002,"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"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.853600025177002,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.8260999917984009,"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/computer-science","display_name":"Computer science","score":0.6793322563171387},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35725826025009155}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6793322563171387},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35725826025009155}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cscwd61410.2024.10580748","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/cscwd61410.2024.10580748","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 27th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1985483518","https://openalex.org/W2140310134","https://openalex.org/W2746011824","https://openalex.org/W2783272285","https://openalex.org/W2963367478","https://openalex.org/W2984100107","https://openalex.org/W3133849783","https://openalex.org/W3138516171","https://openalex.org/W3162090017","https://openalex.org/W3195554589","https://openalex.org/W3206127589","https://openalex.org/W3213601271","https://openalex.org/W4220974940","https://openalex.org/W4365601179","https://openalex.org/W4381744310","https://openalex.org/W4381744349","https://openalex.org/W4385270206","https://openalex.org/W4386559361","https://openalex.org/W6680830989","https://openalex.org/W6797578546","https://openalex.org/W6800395734","https://openalex.org/W6851433281"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Sequential":[0],"Recommendation":[1],"(SR)":[2],"aims":[3],"to":[4,22,26,51,106,117,125],"understand":[5],"user":[6,131],"preferences":[7],"by":[8],"analyzing":[9],"historical":[10],"interactions":[11],"with":[12],"items.":[13],"Recent":[14],"approaches":[15],"have":[16],"shifted":[17],"from":[18,134],"the":[19,23,47,114,128,135],"time":[20],"domain":[21,25,110],"frequency":[24,40,109,136],"potentially":[27,52,126],"enhance":[28,127],"preference":[29],"modeling.":[30],"While":[31],"fast":[32],"Fourier":[33,99],"transform":[34,63,87],"is":[35,104,123],"a":[36,69,78,84],"common":[37],"choice":[38],"for":[39],"transform,":[41],"it":[42],"may":[43],"introduce":[44,60],"issues":[45],"like":[46],"Gibbs":[48,115],"phenomenon,":[49],"leading":[50],"suboptimal":[53],"model":[54,150],"performance.":[55],"To":[56],"address":[57],"this,":[58],"we":[59,82],"discrete":[61,85,101],"cosine":[62,86,102],"into":[64],"sequential":[65,73],"recommendation":[66],"and":[67,100,112],"present":[68],"novel":[70],"multi-frequency":[71],"transformation":[72],"recommendation,":[74],"named":[75],"HMFTRec,":[76],"within":[77],"hierarchical":[79,94],"framework.":[80],"Specifically,":[81],"develop":[83],"module":[88],"base":[89],"on":[90,141],"channel":[91],"attention.":[92],"A":[93],"spectrum":[95],"framework":[96],"that":[97,148],"combines":[98],"transforms":[103],"introduced":[105],"capture":[107],"finer-grained":[108],"information":[111],"mitigate":[113],"phenomenon":[116],"some":[118],"extent.":[119],"Furthermore,":[120],"contrastive":[121],"learning":[122],"employed":[124],"quality":[129],"of":[130],"embeddings":[132],"learned":[133],"domain.":[137],"Extensive":[138],"experiments":[139],"conducted":[140],"four":[142],"widely":[143],"recognized":[144],"benchmark":[145],"datasets":[146],"demonstrate":[147],"our":[149],"significantly":[151],"outperforms":[152],"state-of-the-art":[153],"approaches.":[154]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
