{"id":"https://openalex.org/W4394063601","doi":"https://doi.org/10.1007/s11063-024-11597-x","title":"Semantic Spectral Clustering with Contrastive Learning and Neighbor Mining","display_name":"Semantic Spectral Clustering with Contrastive Learning and Neighbor Mining","publication_year":2024,"publication_date":"2024-04-07","ids":{"openalex":"https://openalex.org/W4394063601","doi":"https://doi.org/10.1007/s11063-024-11597-x"},"language":"en","primary_location":{"id":"doi:10.1007/s11063-024-11597-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11063-024-11597-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11063-024-11597-x.pdf","source":{"id":"https://openalex.org/S140962798","display_name":"Neural Processing Letters","issn_l":"1370-4621","issn":["1370-4621","1573-773X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Processing Letters","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11063-024-11597-x.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5111224787","display_name":"Nongxiao Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I109935558","display_name":"Ningbo University","ror":"https://ror.org/03et85d35","country_code":"CN","type":"education","lineage":["https://openalex.org/I109935558"]},{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nongxiao Wang","raw_affiliation_strings":["Department of Computer Science and Technology, Ningbo University, Fenghua Road, Ningbo, 315000, Zhejiang, China","Key Lab of Mobile Network Application Technology of Zhejiang Province, Fenghua Road, Ningbo, 315000, Zhejiang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Ningbo University, Fenghua Road, Ningbo, 315000, Zhejiang, China","institution_ids":["https://openalex.org/I109935558"]},{"raw_affiliation_string":"Key Lab of Mobile Network Application Technology of Zhejiang Province, Fenghua Road, Ningbo, 315000, Zhejiang, China","institution_ids":["https://openalex.org/I180662265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078783784","display_name":"Xulun Ye","orcid":"https://orcid.org/0000-0003-0353-4748"},"institutions":[{"id":"https://openalex.org/I109935558","display_name":"Ningbo University","ror":"https://ror.org/03et85d35","country_code":"CN","type":"education","lineage":["https://openalex.org/I109935558"]},{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xulun Ye","raw_affiliation_strings":["Department of Computer Science and Technology, Ningbo University, Fenghua Road, Ningbo, 315000, Zhejiang, China","Key Lab of Mobile Network Application Technology of Zhejiang Province, Fenghua Road, Ningbo, 315000, Zhejiang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Ningbo University, Fenghua Road, Ningbo, 315000, Zhejiang, China","institution_ids":["https://openalex.org/I109935558"]},{"raw_affiliation_string":"Key Lab of Mobile Network Application Technology of Zhejiang Province, Fenghua Road, Ningbo, 315000, Zhejiang, China","institution_ids":["https://openalex.org/I180662265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066282713","display_name":"Jieyu Zhao","orcid":"https://orcid.org/0000-0002-1013-557X"},"institutions":[{"id":"https://openalex.org/I109935558","display_name":"Ningbo University","ror":"https://ror.org/03et85d35","country_code":"CN","type":"education","lineage":["https://openalex.org/I109935558"]},{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jieyu Zhao","raw_affiliation_strings":["Department of Computer Science and Technology, Ningbo University, Fenghua Road, Ningbo, 315000, Zhejiang, China","Key Lab of Mobile Network Application Technology of Zhejiang Province, Fenghua Road, Ningbo, 315000, Zhejiang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Ningbo University, Fenghua Road, Ningbo, 315000, Zhejiang, China","institution_ids":["https://openalex.org/I109935558"]},{"raw_affiliation_string":"Key Lab of Mobile Network Application Technology of Zhejiang Province, Fenghua Road, Ningbo, 315000, Zhejiang, China","institution_ids":["https://openalex.org/I180662265"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100691702","display_name":"Qing Wang","orcid":"https://orcid.org/0000-0001-9504-4273"},"institutions":[{"id":"https://openalex.org/I109935558","display_name":"Ningbo University","ror":"https://ror.org/03et85d35","country_code":"CN","type":"education","lineage":["https://openalex.org/I109935558"]},{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qing Wang","raw_affiliation_strings":["Department of Computer Science and Technology, Ningbo University, Fenghua Road, Ningbo, 315000, Zhejiang, China","Key Lab of Mobile Network Application Technology of Zhejiang Province, Fenghua Road, Ningbo, 315000, Zhejiang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Ningbo University, Fenghua Road, Ningbo, 315000, Zhejiang, China","institution_ids":["https://openalex.org/I109935558"]},{"raw_affiliation_string":"Key Lab of Mobile Network Application Technology of Zhejiang Province, Fenghua Road, Ningbo, 315000, Zhejiang, China","institution_ids":["https://openalex.org/I180662265"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5078783784"],"corresponding_institution_ids":["https://openalex.org/I109935558","https://openalex.org/I180662265"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":1.4306,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.81831595,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"56","issue":"2","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9983999729156494,"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"}},"topics":[{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9983999729156494,"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/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9976000189781189,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9962000250816345,"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":0.6212411522865295},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5680288076400757},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.563178300857544},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4886384606361389},{"id":"https://openalex.org/keywords/spectral-clustering","display_name":"Spectral clustering","score":0.43805262446403503}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6212411522865295},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5680288076400757},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.563178300857544},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4886384606361389},{"id":"https://openalex.org/C105611402","wikidata":"https://www.wikidata.org/wiki/Q2976589","display_name":"Spectral clustering","level":3,"score":0.43805262446403503}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11063-024-11597-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11063-024-11597-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11063-024-11597-x.pdf","source":{"id":"https://openalex.org/S140962798","display_name":"Neural Processing Letters","issn_l":"1370-4621","issn":["1370-4621","1573-773X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Processing Letters","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s11063-024-11597-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11063-024-11597-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11063-024-11597-x.pdf","source":{"id":"https://openalex.org/S140962798","display_name":"Neural Processing Letters","issn_l":"1370-4621","issn":["1370-4621","1573-773X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Processing Letters","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2712694244","display_name":null,"funder_award_id":"LQ21F020009","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"},{"id":"https://openalex.org/G3029533266","display_name":"\u9762\u5411\u4e09\u7ef4\u5f62\u53d8\u76ee\u6807\u7684\u77e2\u91cf\u578b\u6df1\u5ea6\u5377\u79ef\u7f51\u7edc\u7814\u7a76","funder_award_id":"62071260","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G886028832","display_name":"\u9762\u5411\u542b\u566a\u6807\u7b7e\u6570\u636e\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u9c81\u68d2\u5b66\u4e60\u65b9\u6cd5\u7814\u7a76","funder_award_id":"LQ22F020020","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"},{"id":"https://openalex.org/G950598605","display_name":null,"funder_award_id":"62006131","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320338464","display_name":"Natural Science Foundation of Zhejiang Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4394063601.pdf"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W1979787770","https://openalex.org/W2051067740","https://openalex.org/W2110798204","https://openalex.org/W2132377940","https://openalex.org/W2132914434","https://openalex.org/W2293078015","https://openalex.org/W2603986758","https://openalex.org/W2611926148","https://openalex.org/W2779692282","https://openalex.org/W2788552663","https://openalex.org/W2896169497","https://openalex.org/W2912386211","https://openalex.org/W2953791858","https://openalex.org/W2962852342","https://openalex.org/W2964368963","https://openalex.org/W2979685515","https://openalex.org/W2986063762","https://openalex.org/W2990500698","https://openalex.org/W2994560339","https://openalex.org/W2998702515","https://openalex.org/W3003209024","https://openalex.org/W3034363127","https://openalex.org/W3035524453","https://openalex.org/W3035682985","https://openalex.org/W3040359118","https://openalex.org/W3081375275","https://openalex.org/W3087124270","https://openalex.org/W3107746039","https://openalex.org/W3110446398","https://openalex.org/W3196655882","https://openalex.org/W3198731378","https://openalex.org/W3199679192","https://openalex.org/W4295973973","https://openalex.org/W4312804827","https://openalex.org/W6600731417"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W1482912984","https://openalex.org/W3204019825"],"abstract_inverted_index":{"Abstract":[0],"Deep":[1],"spectral":[2,38,120,130,142],"clustering":[3,12,32,39,58],"techniques":[4],"are":[5,27],"considered":[6],"one":[7],"of":[8,137,141],"the":[9,23,51,78,91,98,110,116,135],"most":[10,35],"efficient":[11],"algorithms":[13],"in":[14,31],"data":[15,102],"mining":[16,64],"field.":[17],"The":[18,119],"similarity":[19],"between":[20],"instances":[21],"and":[22,62,71,95,97],"disparity":[24],"among":[25],"classes":[26],"two":[28],"critical":[29],"factors":[30],"fields.":[33],"However,":[34],"current":[36],"deep":[37],"approaches":[40],"do":[41],"not":[42],"sufficiently":[43],"take":[44],"them":[45],"both":[46],"into":[47],"consideration.":[48],"To":[49],"tackle":[50],"above":[52],"issue,":[53],"we":[54,76,89],"propose":[55],"Semantic":[56],"Spectral":[57],"with":[59,101],"Contrastive":[60],"learning":[61,86],"Neighbor":[63],"(SSCN)":[65],"framework,":[66],"which":[67],"performs":[68],"instance-level":[69],"pulling":[70],"cluster-level":[72],"pushing":[73],"cooperatively.":[74],"Specifically,":[75],"obtain":[77,90],"semantic":[79],"feature":[80],"embedding":[81],"using":[82],"an":[83],"unsupervised":[84],"contrastive":[85],"model.":[87],"Next,":[88],"nearest":[92],"neighbors":[93,99],"partially":[94],"globally,":[96],"along":[100],"augmentation":[103],"information":[104],"enhance":[105],"their":[106],"effectiveness":[107],"collaboratively":[108],"on":[109],"instance":[111],"level":[112],"as":[113,115],"well":[114],"cluster":[117],"level.":[118],"constraint":[121],"is":[122],"applied":[123],"by":[124],"orthogonal":[125],"layers":[126],"to":[127],"satisfy":[128],"conventional":[129],"clustering.":[131,143],"Extensive":[132],"experiments":[133],"demonstrate":[134],"superiority":[136],"our":[138],"proposed":[139],"frame":[140]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6}],"updated_date":"2026-07-13T07:31:44.756512","created_date":"2025-10-10T00:00:00"}