{"id":"https://openalex.org/W2164736147","doi":"https://doi.org/10.1007/978-3-642-28062-7_4","title":"Multivariate Methods for the Integration and Visualization of Omics Data","display_name":"Multivariate Methods for the Integration and Visualization of Omics Data","publication_year":2012,"publication_date":"2012-01-01","ids":{"openalex":"https://openalex.org/W2164736147","doi":"https://doi.org/10.1007/978-3-642-28062-7_4","mag":"2164736147"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-642-28062-7_4","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-642-28062-7_4","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5075738659","display_name":"\u00c1lex S\u00e1nchez\u2010Pla","orcid":"https://orcid.org/0000-0002-8673-7737"},"institutions":[{"id":"https://openalex.org/I1312409250","display_name":"Institut d'Estad\u00edstica de Catalunya","ror":"https://ror.org/00ye5fx14","country_code":"ES","type":"other","lineage":["https://openalex.org/I1312409250"]},{"id":"https://openalex.org/I71999127","display_name":"Universitat de Barcelona","ror":"https://ror.org/021018s57","country_code":"ES","type":"education","lineage":["https://openalex.org/I71999127"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Alex S\u00e1nchez","raw_affiliation_strings":["Departament d\u2019Estad\u00edstica, Universitat de Barcelona, Barcelona, Spain","Departament d'Estad\u00edstica, Universitat de Barcelona, Barcelona, Spain"],"affiliations":[{"raw_affiliation_string":"Departament d\u2019Estad\u00edstica, Universitat de Barcelona, Barcelona, Spain","institution_ids":["https://openalex.org/I1312409250","https://openalex.org/I71999127"]},{"raw_affiliation_string":"Departament d'Estad\u00edstica, Universitat de Barcelona, Barcelona, Spain","institution_ids":["https://openalex.org/I1312409250","https://openalex.org/I71999127"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088545221","display_name":"Jos\u00e9 Manuel Fern\u00e1ndez\u2010Real","orcid":"https://orcid.org/0000-0002-7442-9323"},"institutions":[{"id":"https://openalex.org/I4210113168","display_name":"Institut d'Investigaci\u00f3 Biom\u00e8dica de Girona","ror":"https://ror.org/020yb3m85","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210113168","https://openalex.org/I4387153040"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 Fern\u00e1ndez-Real","raw_affiliation_strings":["Institut d\u2019Investigaci\u00f3 Biom\u00e8dica de Girona, Girona, Spain","Institut d'Investigaci\u00f3 Biom\u00e8dica de Girona, Girona, Spain"],"affiliations":[{"raw_affiliation_string":"Institut d\u2019Investigaci\u00f3 Biom\u00e8dica de Girona, Girona, Spain","institution_ids":["https://openalex.org/I4210113168"]},{"raw_affiliation_string":"Institut d'Investigaci\u00f3 Biom\u00e8dica de Girona, Girona, Spain","institution_ids":["https://openalex.org/I4210113168"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072705786","display_name":"Esteban Vegas","orcid":"https://orcid.org/0000-0002-6869-4075"},"institutions":[{"id":"https://openalex.org/I71999127","display_name":"Universitat de Barcelona","ror":"https://ror.org/021018s57","country_code":"ES","type":"education","lineage":["https://openalex.org/I71999127"]},{"id":"https://openalex.org/I1312409250","display_name":"Institut d'Estad\u00edstica de Catalunya","ror":"https://ror.org/00ye5fx14","country_code":"ES","type":"other","lineage":["https://openalex.org/I1312409250"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Esteban Vegas","raw_affiliation_strings":["Departament d\u2019Estad\u00edstica, Universitat de Barcelona, Barcelona, Spain","Departament d'Estad\u00edstica, Universitat de Barcelona, Barcelona, Spain"],"affiliations":[{"raw_affiliation_string":"Departament d\u2019Estad\u00edstica, Universitat de Barcelona, Barcelona, Spain","institution_ids":["https://openalex.org/I1312409250","https://openalex.org/I71999127"]},{"raw_affiliation_string":"Departament d'Estad\u00edstica, Universitat de Barcelona, Barcelona, Spain","institution_ids":["https://openalex.org/I1312409250","https://openalex.org/I71999127"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102959040","display_name":"Francesc Carmona","orcid":"https://orcid.org/0000-0002-5410-0854"},"institutions":[{"id":"https://openalex.org/I1312409250","display_name":"Institut d'Estad\u00edstica de Catalunya","ror":"https://ror.org/00ye5fx14","country_code":"ES","type":"other","lineage":["https://openalex.org/I1312409250"]},{"id":"https://openalex.org/I71999127","display_name":"Universitat de Barcelona","ror":"https://ror.org/021018s57","country_code":"ES","type":"education","lineage":["https://openalex.org/I71999127"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Francesc Carmona","raw_affiliation_strings":["Departament d\u2019Estad\u00edstica, Universitat de Barcelona, Barcelona, Spain","Departament d'Estad\u00edstica, Universitat de Barcelona, Barcelona, Spain"],"affiliations":[{"raw_affiliation_string":"Departament d\u2019Estad\u00edstica, Universitat de Barcelona, Barcelona, Spain","institution_ids":["https://openalex.org/I1312409250","https://openalex.org/I71999127"]},{"raw_affiliation_string":"Departament d'Estad\u00edstica, Universitat de Barcelona, Barcelona, Spain","institution_ids":["https://openalex.org/I1312409250","https://openalex.org/I71999127"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060774496","display_name":"Jacques Amar","orcid":"https://orcid.org/0000-0001-9629-9446"},"institutions":[{"id":"https://openalex.org/I4210123497","display_name":"H\u00f4pital Rangueil","ror":"https://ror.org/034zn5b34","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I3019448017","https://openalex.org/I4210123497"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jacques Amar","raw_affiliation_strings":["Institut de Medecine Moleculaire de Rangueil, Toulouse, France"],"affiliations":[{"raw_affiliation_string":"Institut de Medecine Moleculaire de Rangueil, Toulouse, France","institution_ids":["https://openalex.org/I4210123497"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112856766","display_name":"R\u00e9my Burcelin","orcid":null},"institutions":[{"id":"https://openalex.org/I4210123497","display_name":"H\u00f4pital Rangueil","ror":"https://ror.org/034zn5b34","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I3019448017","https://openalex.org/I4210123497"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Remy Burcelin","raw_affiliation_strings":["Institut de Medecine Moleculaire de Rangueil, Toulouse, France"],"affiliations":[{"raw_affiliation_string":"Institut de Medecine Moleculaire de Rangueil, Toulouse, France","institution_ids":["https://openalex.org/I4210123497"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063104217","display_name":"M. M. Serino","orcid":null},"institutions":[{"id":"https://openalex.org/I4210123497","display_name":"H\u00f4pital Rangueil","ror":"https://ror.org/034zn5b34","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I3019448017","https://openalex.org/I4210123497"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Matteo Serino","raw_affiliation_strings":["Institut de Medecine Moleculaire de Rangueil, Toulouse, France"],"affiliations":[{"raw_affiliation_string":"Institut de Medecine Moleculaire de Rangueil, Toulouse, France","institution_ids":["https://openalex.org/I4210123497"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061677162","display_name":"Francisco J. Tinahones","orcid":"https://orcid.org/0000-0001-6871-4403"},"institutions":[{"id":"https://openalex.org/I4210157481","display_name":"Hospital Cl\u00ednico Universitario Virgen de la Victoria","ror":"https://ror.org/05xxs2z38","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I158283456","https://openalex.org/I4210157481"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Francisco Tinahones","raw_affiliation_strings":["Hospital Cl\u00ednico Interuniversitario Virgen de Victoria, Malaga, Spain"],"affiliations":[{"raw_affiliation_string":"Hospital Cl\u00ednico Interuniversitario Virgen de Victoria, Malaga, Spain","institution_ids":["https://openalex.org/I4210157481"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108534915","display_name":"M. C. Ruiz de Villa","orcid":null},"institutions":[{"id":"https://openalex.org/I1312409250","display_name":"Institut d'Estad\u00edstica de Catalunya","ror":"https://ror.org/00ye5fx14","country_code":"ES","type":"other","lineage":["https://openalex.org/I1312409250"]},{"id":"https://openalex.org/I71999127","display_name":"Universitat de Barcelona","ror":"https://ror.org/021018s57","country_code":"ES","type":"education","lineage":["https://openalex.org/I71999127"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"M. Carmen Ru\u00edz de Villa","raw_affiliation_strings":["Departament d\u2019Estad\u00edstica, Universitat de Barcelona, Barcelona, Spain","Departament d'Estad\u00edstica, Universitat de Barcelona, Barcelona, Spain"],"affiliations":[{"raw_affiliation_string":"Departament d\u2019Estad\u00edstica, Universitat de Barcelona, Barcelona, Spain","institution_ids":["https://openalex.org/I1312409250","https://openalex.org/I71999127"]},{"raw_affiliation_string":"Departament d'Estad\u00edstica, Universitat de Barcelona, Barcelona, Spain","institution_ids":["https://openalex.org/I1312409250","https://openalex.org/I71999127"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051782263","display_name":"Antonio Mi\u00f1arro","orcid":"https://orcid.org/0000-0001-7747-5299"},"institutions":[{"id":"https://openalex.org/I71999127","display_name":"Universitat de Barcelona","ror":"https://ror.org/021018s57","country_code":"ES","type":"education","lineage":["https://openalex.org/I71999127"]},{"id":"https://openalex.org/I1312409250","display_name":"Institut d'Estad\u00edstica de Catalunya","ror":"https://ror.org/00ye5fx14","country_code":"ES","type":"other","lineage":["https://openalex.org/I1312409250"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Antonio Min\u00e3rro","raw_affiliation_strings":["Departament d'Estad\u00edstica, Universitat de Barcelona, Barcelona, Spain"],"affiliations":[{"raw_affiliation_string":"Departament d'Estad\u00edstica, Universitat de Barcelona, Barcelona, Spain","institution_ids":["https://openalex.org/I1312409250","https://openalex.org/I71999127"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044888609","display_name":"Ferr\u00e1n Reverter","orcid":"https://orcid.org/0000-0002-9489-3350"},"institutions":[{"id":"https://openalex.org/I1312409250","display_name":"Institut d'Estad\u00edstica de Catalunya","ror":"https://ror.org/00ye5fx14","country_code":"ES","type":"other","lineage":["https://openalex.org/I1312409250"]},{"id":"https://openalex.org/I71999127","display_name":"Universitat de Barcelona","ror":"https://ror.org/021018s57","country_code":"ES","type":"education","lineage":["https://openalex.org/I71999127"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Ferran Reverter","raw_affiliation_strings":["Departament d\u2019Estad\u00edstica, Universitat de Barcelona, Barcelona, Spain","Departament d'Estad\u00edstica, Universitat de Barcelona, Barcelona, Spain"],"affiliations":[{"raw_affiliation_string":"Departament d\u2019Estad\u00edstica, Universitat de Barcelona, Barcelona, Spain","institution_ids":["https://openalex.org/I1312409250","https://openalex.org/I71999127"]},{"raw_affiliation_string":"Departament d'Estad\u00edstica, Universitat de Barcelona, Barcelona, Spain","institution_ids":["https://openalex.org/I1312409250","https://openalex.org/I71999127"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5075738659"],"corresponding_institution_ids":["https://openalex.org/I1312409250","https://openalex.org/I71999127"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":1.0769,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.81793122,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"29","last_page":"41"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10836","display_name":"Metabolomics and Mass Spectrometry Studies","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10836","display_name":"Metabolomics and Mass Spectrometry Studies","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9887999892234802,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9599000215530396,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7752384543418884},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.673021674156189},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.6016815304756165},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.5259433388710022},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4544816315174103},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.45106935501098633},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.20461568236351013}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7752384543418884},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.673021674156189},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.6016815304756165},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.5259433388710022},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4544816315174103},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.45106935501098633},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.20461568236351013}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-642-28062-7_4","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-642-28062-7_4","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1963991144","https://openalex.org/W1971676632","https://openalex.org/W1978034558","https://openalex.org/W1980505289","https://openalex.org/W1991069631","https://openalex.org/W2052185225","https://openalex.org/W2064015154","https://openalex.org/W2066589657","https://openalex.org/W2081043824","https://openalex.org/W2110687186","https://openalex.org/W2126226510","https://openalex.org/W2143147889","https://openalex.org/W2153947402","https://openalex.org/W2158940923","https://openalex.org/W2163986851","https://openalex.org/W3013920211","https://openalex.org/W4247545505"],"related_works":["https://openalex.org/W2013728941","https://openalex.org/W4225274103","https://openalex.org/W2579659702","https://openalex.org/W2154046714","https://openalex.org/W1965329638","https://openalex.org/W2189613078","https://openalex.org/W1574055964","https://openalex.org/W2923661510","https://openalex.org/W2542318691","https://openalex.org/W3160708108"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}