{"id":"https://openalex.org/W4403137205","doi":"https://doi.org/10.1145/3698875","title":"Co-clustering: A Survey of the Main Methods, Recent Trends, and Open Problems","display_name":"Co-clustering: A Survey of the Main Methods, Recent Trends, and Open Problems","publication_year":2024,"publication_date":"2024-10-04","ids":{"openalex":"https://openalex.org/W4403137205","doi":"https://doi.org/10.1145/3698875"},"language":"en","primary_location":{"id":"doi:10.1145/3698875","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3698875","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Computing Surveys","raw_type":"journal-article"},"type":"review","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1145/3698875","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5073926208","display_name":"Elena Battaglia","orcid":null},"institutions":[{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Elena Battaglia","raw_affiliation_strings":["Computer Science, Universit\u00e0 degli Studi di Torino, Turin, Italy"],"affiliations":[{"raw_affiliation_string":"Computer Science, Universit\u00e0 degli Studi di Torino, Turin, Italy","institution_ids":["https://openalex.org/I55143463"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033850378","display_name":"Federico Peiretti","orcid":"https://orcid.org/0000-0001-7648-162X"},"institutions":[{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Federico Peiretti","raw_affiliation_strings":["Computer Science, Universit\u00e0 degli Studi di Torino, Turin, Italy","Computer Science, Universit\u00e0 degli Studi di Torino, Turin Italy"],"affiliations":[{"raw_affiliation_string":"Computer Science, Universit\u00e0 degli Studi di Torino, Turin, Italy","institution_ids":["https://openalex.org/I55143463"]},{"raw_affiliation_string":"Computer Science, Universit\u00e0 degli Studi di Torino, Turin Italy","institution_ids":["https://openalex.org/I55143463"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015661882","display_name":"Ruggero G. Pensa","orcid":"https://orcid.org/0000-0001-5145-3438"},"institutions":[{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ruggero Gaetano Pensa","raw_affiliation_strings":["Computer Science, Universit\u00e0 degli Studi di Torino, Turin, Italy","Computer Science, Universit\u00e0 degli Studi di Torino, Turin Italy"],"affiliations":[{"raw_affiliation_string":"Computer Science, Universit\u00e0 degli Studi di Torino, Turin, Italy","institution_ids":["https://openalex.org/I55143463"]},{"raw_affiliation_string":"Computer Science, Universit\u00e0 degli Studi di Torino, Turin Italy","institution_ids":["https://openalex.org/I55143463"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5073926208"],"corresponding_institution_ids":["https://openalex.org/I55143463"],"apc_list":null,"apc_paid":null,"fwci":1.7376,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.87183772,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"57","issue":"2","first_page":"1","last_page":"33"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9988999962806702,"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/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9988999962806702,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9944999814033508,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11269","display_name":"Algorithms and Data Compression","score":0.9940999746322632,"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":0.8805588483810425},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5690436363220215},{"id":"https://openalex.org/keywords/open-research","display_name":"Open research","score":0.5074121356010437},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.44118955731391907},{"id":"https://openalex.org/keywords/open-source","display_name":"Open source","score":0.42703500390052795},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3530096411705017},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2511790692806244},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2448786199092865},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.16502517461776733},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.07683107256889343}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8805588483810425},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5690436363220215},{"id":"https://openalex.org/C2778464652","wikidata":"https://www.wikidata.org/wiki/Q309849","display_name":"Open research","level":2,"score":0.5074121356010437},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.44118955731391907},{"id":"https://openalex.org/C3018397939","wikidata":"https://www.wikidata.org/wiki/Q3644502","display_name":"Open source","level":3,"score":0.42703500390052795},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3530096411705017},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2511790692806244},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2448786199092865},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.16502517461776733},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.07683107256889343}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3698875","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3698875","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Computing Surveys","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3698875","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3698875","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Computing Surveys","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":141,"referenced_works":["https://openalex.org/W294072546","https://openalex.org/W1513742669","https://openalex.org/W1891744697","https://openalex.org/W1894414046","https://openalex.org/W1929593512","https://openalex.org/W1963826206","https://openalex.org/W1964175488","https://openalex.org/W1970884397","https://openalex.org/W1971784203","https://openalex.org/W1981472895","https://openalex.org/W1982509351","https://openalex.org/W1984007049","https://openalex.org/W1992419399","https://openalex.org/W2002598080","https://openalex.org/W2006533296","https://openalex.org/W2009685860","https://openalex.org/W2019564823","https://openalex.org/W2024165284","https://openalex.org/W2027595342","https://openalex.org/W2031648200","https://openalex.org/W2036328877","https://openalex.org/W2048927890","https://openalex.org/W2053450734","https://openalex.org/W2053469981","https://openalex.org/W2062583144","https://openalex.org/W2064321206","https://openalex.org/W2066077504","https://openalex.org/W2075421061","https://openalex.org/W2080295262","https://openalex.org/W2086479834","https://openalex.org/W2086687760","https://openalex.org/W2095293504","https://openalex.org/W2097747115","https://openalex.org/W2098740506","https://openalex.org/W2101771965","https://openalex.org/W2111272198","https://openalex.org/W2116838486","https://openalex.org/W2119611763","https://openalex.org/W2120529703","https://openalex.org/W2125245404","https://openalex.org/W2130158951","https://openalex.org/W2132914434","https://openalex.org/W2144359569","https://openalex.org/W2144544802","https://openalex.org/W2153233077","https://openalex.org/W2155074104","https://openalex.org/W2156481234","https://openalex.org/W2166265207","https://openalex.org/W2167638481","https://openalex.org/W2180590172","https://openalex.org/W2210387432","https://openalex.org/W2232845837","https://openalex.org/W2286381197","https://openalex.org/W2341627671","https://openalex.org/W2399090549","https://openalex.org/W2460302605","https://openalex.org/W2472863357","https://openalex.org/W2488068782","https://openalex.org/W2552406463","https://openalex.org/W2558341213","https://openalex.org/W2562050914","https://openalex.org/W2597328883","https://openalex.org/W2615276431","https://openalex.org/W2727551782","https://openalex.org/W2732288815","https://openalex.org/W2765846180","https://openalex.org/W2773401827","https://openalex.org/W2784378868","https://openalex.org/W2790926860","https://openalex.org/W2792972196","https://openalex.org/W2794266768","https://openalex.org/W2794429933","https://openalex.org/W2800909518","https://openalex.org/W2896706527","https://openalex.org/W2897582990","https://openalex.org/W2913787666","https://openalex.org/W2914959486","https://openalex.org/W2922527181","https://openalex.org/W2930181195","https://openalex.org/W2957255653","https://openalex.org/W2974300506","https://openalex.org/W2977506081","https://openalex.org/W2987217585","https://openalex.org/W2989831226","https://openalex.org/W2991911032","https://openalex.org/W2995022099","https://openalex.org/W3002166600","https://openalex.org/W3005339103","https://openalex.org/W3010905193","https://openalex.org/W3012326351","https://openalex.org/W3044439675","https://openalex.org/W3092561083","https://openalex.org/W3093889362","https://openalex.org/W3095829109","https://openalex.org/W3097519197","https://openalex.org/W3101163105","https://openalex.org/W3104083384","https://openalex.org/W3107001518","https://openalex.org/W3137767720","https://openalex.org/W3148388528","https://openalex.org/W3153872005","https://openalex.org/W3155437292","https://openalex.org/W3158764752","https://openalex.org/W3160724798","https://openalex.org/W3165062450","https://openalex.org/W3167206712","https://openalex.org/W3176694003","https://openalex.org/W3190645167","https://openalex.org/W3195106575","https://openalex.org/W3196257770","https://openalex.org/W3198135059","https://openalex.org/W3204393417","https://openalex.org/W3208415928","https://openalex.org/W4210768739","https://openalex.org/W4214592990","https://openalex.org/W4214930042","https://openalex.org/W4220730304","https://openalex.org/W4226307069","https://openalex.org/W4235169531","https://openalex.org/W4244786066","https://openalex.org/W4244854391","https://openalex.org/W4245155814","https://openalex.org/W4250657332","https://openalex.org/W4251986445","https://openalex.org/W4281956573","https://openalex.org/W4288064702","https://openalex.org/W4289255343","https://openalex.org/W4295365628","https://openalex.org/W4297948327","https://openalex.org/W4301232651","https://openalex.org/W4310494058","https://openalex.org/W4323266540","https://openalex.org/W4362515174","https://openalex.org/W4385525546","https://openalex.org/W4387614639","https://openalex.org/W4388850843","https://openalex.org/W6657138077","https://openalex.org/W6677941903","https://openalex.org/W6746556489","https://openalex.org/W6841028096","https://openalex.org/W6843664037"],"related_works":["https://openalex.org/W4298130764","https://openalex.org/W2804364458","https://openalex.org/W2132641928","https://openalex.org/W4310225030","https://openalex.org/W2135054431","https://openalex.org/W2081307663","https://openalex.org/W2290480557","https://openalex.org/W3117704703","https://openalex.org/W4313893854","https://openalex.org/W4313246833"],"abstract_inverted_index":{"Since":[0],"its":[1],"early":[2],"formulations,":[3],"co-clustering":[4,112,118,187],"has":[5],"gained":[6],"popularity":[7],"and":[8,12,44,68,101,136,142,189,194],"interest":[9,170],"both":[10,51],"within":[11],"outside":[13],"the":[14,36,39,65,77,80,86,110,111,116,125,129,138,166,173,182,191],"machine":[15,174],"learning":[16,21,175],"community":[17],"as":[18,83],"a":[19,47,52,69,121,144,162],"powerful":[20,163],"paradigm":[22],"for":[23,54,71],"clustering":[24,56],"high-dimensional":[25],"data":[26,41,48,102],"with":[27,120,147],"good":[28],"explainability":[29],"properties.":[30],"The":[31],"simultaneous":[32],"partitioning":[33],"of":[34,38,76,85],"all":[35],"modes":[37],"input":[40],"tensors":[42],"(rows":[43],"columns":[45],"in":[46,79,88,96,128,186],"matrix)":[49],"is":[50,94,160],"method":[53],"improving":[55],"on":[57,64,124],"one":[58],"mode":[59,82],"while":[60],"performing":[61],"dimensionality":[62],"reduction":[63],"other":[66,90],"mode(s),":[67],"tool":[70,164],"providing":[72],"an":[73],"actionable":[74],"interpretation":[75],"clusters":[78],"main":[81,117,139],"summaries":[84],"features":[87],"each":[89],"mode(s).":[91],"Hence,":[92],"it":[93,159],"useful":[95],"many":[97],"complex":[98],"decision":[99],"systems":[100],"science":[103],"applications.":[104],"In":[105],"this":[106,178],"article,":[107],"we":[108,154,180],"survey":[109],"literature":[113],"by":[114,172],"reviewing":[115],"methods,":[119],"special":[122],"focus":[123],"work":[126],"done":[127],"past":[130],"25":[131],"years.":[132],"We":[133],"identify,":[134],"describe,":[135],"compare":[137],"algorithmic":[140],"categories":[141],"provide":[143],"practical":[145],"characterization":[146],"respect":[148],"to":[149,156],"similar":[150],"unsupervised":[151],"techniques.":[152],"Additionally,":[153],"try":[155],"explain":[157],"why":[158],"still":[161],"despite":[165],"apparent":[167],"recent":[168,184],"decreasing":[169],"shown":[171],"community.":[176],"To":[177],"purpose,":[179],"review":[181],"most":[183],"trends":[185],"research":[188,197],"outline":[190],"open":[192],"problems":[193],"promising":[195],"future":[196],"perspectives.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
