{"id":"https://openalex.org/W2135506857","doi":"https://doi.org/10.1109/ijcnn.2004.1379881","title":"Information theoretic spectral clustering","display_name":"Information theoretic spectral clustering","publication_year":2005,"publication_date":"2005-02-22","ids":{"openalex":"https://openalex.org/W2135506857","doi":"https://doi.org/10.1109/ijcnn.2004.1379881","mag":"2135506857"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2004.1379881","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2004.1379881","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2004 IEEE International Joint Conference on Neural Networks (IEEE Cat. No.04CH37541)","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/A5013414039","display_name":"Robert Jenssen","orcid":"https://orcid.org/0000-0002-7496-8474"},"institutions":[{"id":"https://openalex.org/I78037679","display_name":"UiT The Arctic University of Norway","ror":"https://ror.org/00wge5k78","country_code":"NO","type":"education","lineage":["https://openalex.org/I78037679"]}],"countries":["NO"],"is_corresponding":true,"raw_author_name":"R. Jenssen","raw_affiliation_strings":["Electrical Engineering Group, Department of Physics, University of Troms\u00f8, Tromso, Norway","Dept. of Phys., Tromso Univ., Norway"],"affiliations":[{"raw_affiliation_string":"Electrical Engineering Group, Department of Physics, University of Troms\u00f8, Tromso, Norway","institution_ids":["https://openalex.org/I78037679"]},{"raw_affiliation_string":"Dept. of Phys., Tromso Univ., Norway","institution_ids":["https://openalex.org/I78037679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016021299","display_name":"Torbj\u00f8rn Eltoft","orcid":"https://orcid.org/0000-0002-1597-4364"},"institutions":[{"id":"https://openalex.org/I78037679","display_name":"UiT The Arctic University of Norway","ror":"https://ror.org/00wge5k78","country_code":"NO","type":"education","lineage":["https://openalex.org/I78037679"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"T. Eltoft","raw_affiliation_strings":["Electrical Engineering Group, Department of Physics, University of Troms\u00f8, Tromso, Norway","Dept. of Phys., Tromso Univ., Norway"],"affiliations":[{"raw_affiliation_string":"Electrical Engineering Group, Department of Physics, University of Troms\u00f8, Tromso, Norway","institution_ids":["https://openalex.org/I78037679"]},{"raw_affiliation_string":"Dept. of Phys., Tromso Univ., Norway","institution_ids":["https://openalex.org/I78037679"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019504861","display_name":"Jos\u00e9 C. Pr\u0131\u0301ncipe","orcid":"https://orcid.org/0000-0002-3449-3531"},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"J.C. Principe","raw_affiliation_strings":["Computational NeuroEngineering Laboratory, Department of Electrical and Computer Engineering, University of Florida, Gainesville, FL, USA","[Computational NeuroEngineering Laboratory, Department of Electrical and Computer Engineering, University of Florida, Gainesville, FL, USA]"],"affiliations":[{"raw_affiliation_string":"Computational NeuroEngineering Laboratory, Department of Electrical and Computer Engineering, University of Florida, Gainesville, FL, USA","institution_ids":["https://openalex.org/I33213144"]},{"raw_affiliation_string":"[Computational NeuroEngineering Laboratory, Department of Electrical and Computer Engineering, University of Florida, Gainesville, FL, USA]","institution_ids":["https://openalex.org/I33213144"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5013414039"],"corresponding_institution_ids":["https://openalex.org/I78037679"],"apc_list":null,"apc_paid":null,"fwci":2.5055,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.89419448,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"111","last_page":"116"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9951000213623047,"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"}},"topics":[{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9951000213623047,"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/T10057","display_name":"Face and Expression Recognition","score":0.9934999942779541,"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/T11447","display_name":"Blind Source Separation Techniques","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/cluster-analysis","display_name":"Cluster analysis","score":0.843515932559967},{"id":"https://openalex.org/keywords/spectral-clustering","display_name":"Spectral clustering","score":0.7482028603553772},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5421087145805359},{"id":"https://openalex.org/keywords/cure-data-clustering-algorithm","display_name":"CURE data clustering algorithm","score":0.5387948155403137},{"id":"https://openalex.org/keywords/correlation-clustering","display_name":"Correlation clustering","score":0.5073243975639343},{"id":"https://openalex.org/keywords/eigenvalues-and-eigenvectors","display_name":"Eigenvalues and eigenvectors","score":0.4790245592594147},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4429856836795807},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4181949496269226},{"id":"https://openalex.org/keywords/clustering-high-dimensional-data","display_name":"Clustering high-dimensional data","score":0.41056957840919495},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.4039631187915802},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35015812516212463},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.0876677930355072}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.843515932559967},{"id":"https://openalex.org/C105611402","wikidata":"https://www.wikidata.org/wiki/Q2976589","display_name":"Spectral clustering","level":3,"score":0.7482028603553772},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5421087145805359},{"id":"https://openalex.org/C33704608","wikidata":"https://www.wikidata.org/wiki/Q5014717","display_name":"CURE data clustering algorithm","level":4,"score":0.5387948155403137},{"id":"https://openalex.org/C94641424","wikidata":"https://www.wikidata.org/wiki/Q5172845","display_name":"Correlation clustering","level":3,"score":0.5073243975639343},{"id":"https://openalex.org/C158693339","wikidata":"https://www.wikidata.org/wiki/Q190524","display_name":"Eigenvalues and eigenvectors","level":2,"score":0.4790245592594147},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4429856836795807},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4181949496269226},{"id":"https://openalex.org/C184509293","wikidata":"https://www.wikidata.org/wiki/Q5136711","display_name":"Clustering high-dimensional data","level":3,"score":0.41056957840919495},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4039631187915802},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35015812516212463},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0876677930355072},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/ijcnn.2004.1379881","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2004.1379881","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2004 IEEE International Joint Conference on Neural Networks (IEEE Cat. No.04CH37541)","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.331.512","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.331.512","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cnel.ufl.edu/files/1163620613.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.81.5990","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.81.5990","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.phys.uit.no/~robertj/ROBERT_NOBS/PDF/IJCNN2004.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1624804034","https://openalex.org/W1640070940","https://openalex.org/W2034331023","https://openalex.org/W2117766076","https://openalex.org/W2118020555","https://openalex.org/W2121947440","https://openalex.org/W2123320529","https://openalex.org/W2125531986","https://openalex.org/W2129905273","https://openalex.org/W2130891992","https://openalex.org/W2134737843","https://openalex.org/W2160167256","https://openalex.org/W2165874743","https://openalex.org/W2399703712","https://openalex.org/W2534681209","https://openalex.org/W2798909945","https://openalex.org/W4233014035","https://openalex.org/W4241568759","https://openalex.org/W6636661408","https://openalex.org/W6678342573","https://openalex.org/W6684578312","https://openalex.org/W6781870204"],"related_works":["https://openalex.org/W2287240295","https://openalex.org/W1979094538","https://openalex.org/W2111119584","https://openalex.org/W4382052822","https://openalex.org/W2606552659","https://openalex.org/W4301002638","https://openalex.org/W3186815950","https://openalex.org/W2997891905","https://openalex.org/W2125464731","https://openalex.org/W3161541212"],"abstract_inverted_index":{"We":[0,84],"discuss":[1],"a":[2,32,51,60,71,73],"new":[3],"information-theoretic":[4],"framework":[5],"for":[6,76],"spectral":[7,20,64],"clustering":[8,21,27,87],"that":[9],"is":[10,23,29,82],"founded":[11],"on":[12],"the":[13,26,41,78,93],"recently":[14],"introduced":[15],"information":[16,46],"cut.":[17],"A":[18],"novel":[19],"algorithm":[22],"proposed,":[24],"where":[25],"solution":[28],"given":[30],"as":[31],"linearly":[33],"weighted":[34],"combination":[35],"of":[36,40,92,95],"certain":[37],"top":[38],"eigenvectors":[39],"data":[42,79],"affinity":[43,80],"matrix.":[44],"The":[45],"cut":[47],"provides":[48],"us":[49],"with":[50],"theoretically":[52],"well-defined":[53],"graph-spectral":[54],"cost":[55],"function,":[56],"and":[57,66,98],"also":[58,100],"establishes":[59],"close":[61],"link":[62],"between":[63],"clustering,":[65],"non-parametric":[67],"density":[68],"estimation.":[69],"As":[70],"result,":[72],"natural":[74],"criterion":[75],"creating":[77],"matrix":[81],"provided.":[83],"present":[85],"preliminary":[86],"results":[88],"to":[89],"illustrate":[90],"some":[91],"properties":[94],"our":[96],"algorithm,":[97],"we":[99],"make":[101],"comparative":[102],"remarks.":[103]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}