{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,15]],"date-time":"2026-10-15T21:29:32Z","timestamp":1792099772565,"version":"4.4.0"},"reference-count":14,"publisher":"Oxford University Press (OUP)","issue":"16","license":[{"start":{"date-parts":[[2018,12,31]],"date-time":"2018-12-31T00:00:00Z","timestamp":1546214400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/academic.oup.com\/journals\/pages\/open_access\/funder_policies\/chorus\/standard_publication_model"}],"funder":[{"DOI":"10.13039\/501100002809","name":"Generalitat de Catalunya","doi-asserted-by":"publisher","award":["TEC2013-44666-R"],"award-info":[{"award-number":["TEC2013-44666-R"]}],"id":[{"id":"10.13039\/501100002809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002809","name":"Generalitat de Catalunya","doi-asserted-by":"publisher","award":["TEC2014-60337-R"],"award-info":[{"award-number":["TEC2014-60337-R"]}],"id":[{"id":"10.13039\/501100002809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002809","name":"Generalitat de Catalunya","doi-asserted-by":"publisher","award":["2009SGR-1395"],"award-info":[{"award-number":["2009SGR-1395"]}],"id":[{"id":"10.13039\/501100002809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100005053","name":"CIBER-BBN","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100005053","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004587","name":"ISCIII","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100004587","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019,8,15]]},"abstract":"<jats:title>Abstract<\/jats:title>\n               <jats:sec>\n                  <jats:title>Summary<\/jats:title>\n                  <jats:p>Multiview datasets are the norm in bioinformatics, often under the label multi-omics. Multiview data are gathered from several experiments, measurements or feature sets available for the same subjects. Recent studies in pattern recognition have shown the advantage of using multiview methods of clustering and dimensionality reduction; however, none of these methods are readily available to the extent of our knowledge. Multiview extensions of four well-known pattern recognition methods are proposed here. Three multiview dimensionality reduction methods: multiview t-distributed stochastic neighbour embedding, multiview multidimensional scaling and multiview minimum curvilinearity embedding, as well as a multiview spectral clustering method. Often they produce better results than their single-view counterparts, tested here on four multiview datasets.<\/jats:p>\n               <\/jats:sec>\n               <jats:sec>\n                  <jats:title>Availability and implementation<\/jats:title>\n                  <jats:p>R package at the B2SLab site: http:\/\/b2slab.upc.edu\/software-and-tutorials\/ and Python package: https:\/\/pypi.python.org\/pypi\/multiview.<\/jats:p>\n               <\/jats:sec>\n               <jats:sec>\n                  <jats:title>Supplementary information<\/jats:title>\n                  <jats:p>Supplementary data are available at Bioinformatics online.<\/jats:p>\n               <\/jats:sec>","DOI":"10.1093\/bioinformatics\/bty1039","type":"journal-article","created":{"date-parts":[[2018,12,24]],"date-time":"2018-12-24T12:09:41Z","timestamp":1545653381000},"page":"2877-2879","source":"Crossref","is-referenced-by-count":7,"title":["Multiview: a software package for multiview pattern recognition methods"],"prefix":"10.1093","volume":"35","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6564-0557","authenticated-orcid":false,"given":"Samir","family":"Kanaan-Izquierdo","sequence":"first","affiliation":[{"name":"Centre de Recerca en Enginyeria Biom\u00e8dica, Universitat Polit\u00e8cnica de Catalunya, Barcelona, Spain"},{"name":"CIBER of Bioengineering, Biomaterials and Nanomedicine (CIBER-BBN), Barcelona, Catalonia, Spain"},{"name":"Institut de Recerca Sant Joan de Deu, Esplugues de Llobregat, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Andrey","family":"Ziyatdinov","sequence":"additional","affiliation":[{"name":"Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Maria Araceli","family":"Burgue\u00f1o","sequence":"additional","affiliation":[{"name":"Universitat Oberta de Catalunya, Barcelona, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alexandre","family":"Perera-Lluna","sequence":"additional","affiliation":[{"name":"Centre de Recerca en Enginyeria Biom\u00e8dica, Universitat Polit\u00e8cnica de Catalunya, Barcelona, Spain"},{"name":"CIBER of Bioengineering, Biomaterials and Nanomedicine (CIBER-BBN), Barcelona, Catalonia, Spain"},{"name":"Institut de Recerca Sant Joan de Deu, Esplugues de Llobregat, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"286","published-online":{"date-parts":[[2018,12,31]]},"reference":[{"key":"2023062708552063800_bty1039-B1","doi-asserted-by":"crossref","first-page":"25","DOI":"10.1287\/deca.1080.0133","article-title":"A Kullback-Leibler view of linear and log-linear pools","volume":"6","author":"Abbas","year":"2009","journal-title":"Decision Anal"},{"key":"2023062708552063800_bty1039-B2","doi-asserted-by":"crossref","first-page":"i531","DOI":"10.1093\/bioinformatics\/btq376","article-title":"Nonlinear dimension reduction and clustering by minimum curvilinearity unfold neuropathic pain and tissue embryological classes","volume":"26","author":"Cannistraci","year":"2010","journal-title":"Bioinformatics"},{"key":"2023062708552063800_bty1039-B3","doi-asserted-by":"crossref","first-page":"i199","DOI":"10.1093\/bioinformatics\/btt208","article-title":"Minimum curvilinearity to enhance topological prediction of protein interactions by network embedding","volume":"29","author":"Cannistraci","year":"2013","journal-title":"Bioinformatics"},{"key":"2023062708552063800_bty1039-B4","doi-asserted-by":"crossref","first-page":"30","DOI":"10.1016\/j.patrec.2017.12.011","article-title":"Multiview and multifeature spectral clustering using common eigenvectors","volume":"102","author":"Kanaan-Izquierdo","year":"2018","journal-title":"Pattern Recogn. 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