{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,16]],"date-time":"2026-05-16T16:11:39Z","timestamp":1778947899818,"version":"3.51.4"},"reference-count":46,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"4","license":[{"start":{"date-parts":[[2015,4,1]],"date-time":"2015-04-01T00:00:00Z","timestamp":1427846400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"}],"funder":[{"DOI":"10.13039\/501100002341","name":"Academy of Finland","doi-asserted-by":"crossref","award":["253120"],"award-info":[{"award-number":["253120"]}],"id":[{"id":"10.13039\/501100002341","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100002341","name":"Academy of Finland","doi-asserted-by":"crossref","award":["283256"],"award-info":[{"award-number":["283256"]}],"id":[{"id":"10.13039\/501100002341","id-type":"DOI","asserted-by":"crossref"}]},{"name":"Swiss National Science Foundation through the LOBI Project"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans.Inform.Forensic Secur."],"published-print":{"date-parts":[[2015,4]]},"DOI":"10.1109\/tifs.2015.2407362","type":"journal-article","created":{"date-parts":[[2015,2,26]],"date-time":"2015-02-26T19:39:06Z","timestamp":1424979546000},"page":"821-832","source":"Crossref","is-referenced-by-count":68,"title":["Joint Speaker Verification and Antispoofing in the &lt;inline-formula&gt; &lt;tex-math notation=\"LaTeX\"&gt;$i$ &lt;\/tex-math&gt;&lt;\/inline-formula&gt;-Vector Space"],"prefix":"10.1109","volume":"10","author":[{"given":"Aleksandr","family":"Sizov","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Elie","family":"Khoury","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tomi","family":"Kinnunen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"family":"Zhizheng Wu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sebastien","family":"Marcel","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/TASL.2007.902870"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1006\/dspr.1999.0358"},{"key":"ref33","first-page":"14","article-title":"Bayesian speaker verification with heavy-tailed priors","author":"kenny","year":"2010","journal-title":"Proc Odyssey"},{"key":"ref32","first-page":"249","article-title":"Analysis of i-vector length normalization in speaker recognition systems","author":"garcia-romero","year":"2011","journal-title":"Proc 12th Annu Conf INTERSPEECH"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2009.4960519"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1006\/dspr.1999.0361"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4757-2440-0"},{"key":"ref36","first-page":"464","article-title":"Unifying probabilistic linear discriminant analysis variants in biometric authentication","author":"sizov","year":"2014","journal-title":"Proc Int Workshop S+SSPR"},{"key":"ref35","first-page":"194","article-title":"The speaker partitioning problem","author":"br\u00fcmmer","year":"2010","journal-title":"IEEE Odyssey Speaker and Language Recognition Workshop"},{"key":"ref34","author":"bishop","year":"2006","journal-title":"Pattern Recognition and Machine Learning (Information Science and Statistics)"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2012.6288895"},{"key":"ref40","article-title":"Algorithms for maximum-likelihood logistic regression","author":"minka","year":"2001"},{"key":"ref11","first-page":"1","article-title":"A study on spoofing attack in state-of-the-art speaker verification: The telephone speech case","author":"wu","year":"2012","journal-title":"Proc Asia-Pacific Signal Inf Process Assoc Annu Summit Conf (APSIPA ASC)"},{"key":"ref12","first-page":"945","article-title":"Voice transformation-based spoofing of text-dependent speaker verification systems","author":"kons","year":"2013","journal-title":"Proc INTERSPEECH"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/TASL.2010.2064307"},{"key":"ref14","first-page":"36","article-title":"On the vulnerability of automatic speaker recognition to spoofing attacks with artificial signals","author":"alegre","year":"2012","journal-title":"Proc 20th Eur Signal Process Conf (EUSIPCO)"},{"key":"ref15","first-page":"1688","article-title":"Spoofing countermeasures for the protection of automatic speaker recognition systems against attacks with artificial signals","author":"alegre","year":"2012","journal-title":"Proc 13th Annu Conf INTERSPEECH"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/TASL.2012.2201472"},{"key":"ref17","first-page":"940","article-title":"A new speaker verification spoofing countermeasure based on local binary patterns","author":"alegre","year":"2013","journal-title":"Proc 14th Annu Conf INTERSPEECH"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/BTAS.2013.6712706"},{"key":"ref19","doi-asserted-by":"crossref","first-page":"1700","DOI":"10.21437\/Interspeech.2012-465","article-title":"Detecting converted speech and natural speech for anti-spoofing attack in speaker recognition","author":"wu","year":"2012","journal-title":"Proc INTERSPEECH"},{"key":"ref28","first-page":"1663","article-title":"A cross-vocoder study of speaker independent synthetic speech detection using phase information","author":"sanchez","year":"2014","journal-title":"Proc INTERSPEECH"},{"key":"ref4","first-page":"925","article-title":"Spoofing and countermeasures for automatic speaker verification","author":"evans","year":"2013","journal-title":"Proc INTERSPEECH"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/TASL.2007.907344"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.specom.2009.08.009"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.1999.759801"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/CVPRW.2013.22"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2009.4960401"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2006.1660175"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2005.1415039"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1147\/sj.403.0614"},{"key":"ref9","first-page":"2053","article-title":"Artificial impostor voice transformation effects on false acceptance rates","author":"bonastre","year":"2007","journal-title":"Proc INTERSPEECH"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2006.873653"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2009.11.018"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2013.6638222"},{"key":"ref45","article-title":"The EM algorithm and minimum divergence","author":"br\u00fcmmer","year":"2009"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2007.4409068"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2013.6639067"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2014.6853879"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/ICB.2013.6613026"},{"key":"ref41","doi-asserted-by":"crossref","first-page":"144","DOI":"10.1109\/TPAMI.2011.104","article-title":"Probabilistic models for inference about identity","volume":"34","author":"li","year":"2012","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"ref23","first-page":"1","article-title":"On the effectiveness of local binary patterns in face anti-spoofing","author":"chingovska","year":"2012","journal-title":"Proc Int Conf Biometrics Special Interest Group (BIOSIG)"},{"key":"ref44","article-title":"EM for probabilistic LDA","author":"br\u00fcmmer","year":"2010"},{"key":"ref26","first-page":"61","article-title":"Introducing i-vectors for joint anti-spoofing and speaker verification","author":"khoury","year":"2014","journal-title":"Proc 5th Annu Conf INTERSPEECH"},{"key":"ref43","article-title":"SAS: A speaker verification spoofing database containing diverse attacks","author":"wu","year":"2015","journal-title":"Proc ICASSP"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2007.4409052"}],"container-title":["IEEE Transactions on Information Forensics and Security"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/10206\/7059276\/07050279.pdf?arnumber=7050279","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,4,30]],"date-time":"2022-04-30T22:31:17Z","timestamp":1651357877000},"score":1,"resource":{"primary":{"URL":"http:\/\/ieeexplore.ieee.org\/document\/7050279\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,4]]},"references-count":46,"journal-issue":{"issue":"4"},"URL":"https:\/\/doi.org\/10.1109\/tifs.2015.2407362","relation":{},"ISSN":["1556-6013","1556-6021"],"issn-type":[{"value":"1556-6013","type":"print"},{"value":"1556-6021","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015,4]]}}}