VILLE HAUTAMäKI

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• González Hautamäki, R; Hautamäki, V; Kinnunen, T. 2019. On the limits of automatic speaker verification: Explaining degraded recognizer scores through acoustic changes resulting from voice disguise Journal of the acoustical society of america 146 1: 693-704. 2019
• Who Do I Sound Like? Showcasing Speaker Recognition Technology by Youtube Voice Search. Vestman, Ville; Soomro, Bilal; Kanervisto, Anssi; Hautamäki, Ville; Kinnunen, Tomi / 2019 IEEE International Conference on Acoustics, Speech and Signal Processing Proceedings. 2019. 2019
• Mehtonen, J; Pölönen, P; Häyrynen, S; Dufva, O; Lin, J; Liuksiala, T; Granberg, K; Lohi, O; Hautamäki, V; Nykter, M; Heinäniemi, M. 2019. Data-driven characterization of molecular phenotypes across heterogeneous sample collections Nucleic acids research 47 13: e76. 2019
• Pölönen, P; Mehtonen, J; Lin, J; Liuksiala, T; Häyrynen, S; Teppo, S; Mäkinen, A; Kumar, A; Malani, D; Pohjolainen, V; Porkka, K; Heckman, CA; May, P; Hautamäki, V; Granberg, KJ; Lohi, O; Nykter, M; Heinäniemi, M. 2019. Hemap: An interactive online resource for characterizing molecular phenotypes across hematologic malignancies Cancer research 79 10: 2466-2479. 2019
• Maximal Figure-of-Merit Embedding for Multi-Label Audio Classification. Kukanov, Ivan; Hautamäki, Ville; Lee, Kong Aik / 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). 2018. 2018
• Perceptual Evaluation of the Effectiveness of Voice Disguise by Age Modification. Gonzales Hautamäki, Rosa; Kanervisto, Anssi; Hautamäki, Ville; Kinnunen, Tomi / Proceedings of Odyssey 2018: The Speaker and Language Recognition Workshop, 26-29 June 2018, Les Sables d'Olonne, France. 2018. 2018
• Enabling Spoken Dialogue Systems for Low-Resourced Languages: End-to-End Dialect Recognition for North Sami. Ngo, Trong; Jokinen, Kristiina; Hautamäki, Ville / Proceedings of the 9th International Workshop on Spoken Dialogue System Technology, Singapore, 2018. 2018. 2018
• González Hautamäki Rosa, Sahidullah Md, Hautamäki Ville, Kinnunen Tomi. 2017. Acoustical and perceptual study of voice disguise by age modification in speaker verification. Speech Communication 95: 1-15. 2017
• Kanervisto Anssi, Vestman Ville, Sahidullah Md, Hautamäki Ville, Kinnunen Tomi. 2017. Effects of Gender Information in Text-Independent and Text-Dependent Speaker Verification. Teoksessa: - (toim.), Proceedings of the 42nd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2017). IEEE. Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing 2017. s. 5360-5364. 2017
• Kinnunen Tomi, Sahidullah Md, Falcone Mauro, Costantini Luca, Gonzalez-Hautamäki Rosa, Thomsen Dennis, Sarkar Archintya Sarkar, Tan Zheng-Hua, Delgado Hector, Todisco Massimiliano, Evans Nicholas, Hautamäki Ville, Lee Kong Aik. 2017. RedDots Replayed: A New Replay Spoofing Attack Corpus for Text-Dependent Speaker Verification Research. Teoksessa: - (toim.), Proceedings of The 42nd IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2017. Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing 2017. s. 5395-5399. 2017
• Lee K A, Hautamäki V , Kinnunen T , Larcher A, Zhang C, Nautsch A , Stafylakis T, Liu G, Rouvier M, Rao W, Alegre F, Ma J, Mak M W, Sarkar A K, Delgado H, Saeidi R, Aronowitz H , Sizov A, Sun H, Nguyen T H et al [Incl Sahidullah Md, Vestman V, Halonen M, Kanervisto A]. 2017. The I4U Mega Fusion and Collaboration for NIST Speaker Recognition Evaluation 2016. Teoksessa: - (toim.), Proceedings of the 18th Annual Conference of the International Speech Communication Association. Interspeech 2017. s. 1328-1332. 2017
• Kukanov I, Hautamäki V, Siniscalchi SM, Li K. 2016. Deep learning with Maximal Figure-of-Merit Cost to Advance Multi-label Speech Attribute Detection. Teoksessa: - (toim.), Spoken Language Technology Workshop (SLT), 2016 IEEE. IEEE. 2016
• Trong Trung Ngo, Hautamäki Ville, Kong Aik Lee. 2016. Deep Language: a comprehensive deep learning approach to end-to-end language recognition. Teoksessa: Lleida Eduardo, Rodriguez-Fuentes Luis Javier (toim.), Proceedings of Odyssey 2016: The Speaker and Language Recognition Workshop, June 21-24, 2016, Bilbao, Spain. ISCA SIG on Speaker and Language Characterization. Proceedings of the Odyssey: The Speaker and Language Recognition Workshop 2016. s. 109-116. 2016
• Poorjam Amir Hossein, Saeidi Rahim, Kinnunen Tomi, Hautamäki Ville. 2016. Incorporating uncertainty as a Quality Measure in I-Vector Based Language Recognition. Teoksessa: Lleida Eduardo, Rodriguez-Fuentes Luis Javier (toim.), Proceedings of Odyssey 2016: The Speaker and Language Recognition Workshop, June 21-24, 2016, Bilbao, Spain. ISCA SIG on Speaker and Language Characterization. Proceedings of the Odyssey: The Speaker and Language Recognition Workshop 2016. s. 74-80. 2016
• Sahidullah Md, Gonzalez Hautamäki Rosa, Thomsen Dennis Alexander Lehmann, Kinnunen Tomi, Tan Zheng-Hua, Hautamäki Ville, Parts Robert, Pitkänen Martti. 2016. Robust Speaker Recognition with Combined Use of Acoustic and Throat Microphone Speech. Teoksessa: - (toim.), Proceedings of the 17th Annual Conference ot the International Speech Communication Association. Interspeech 2016. s. 1720-1724. 2016
• Kinnunen Tomi, Sahidullah Md, Kukanov Ivan, Delgado Hector, Todisco Massimiliano, Sarkar Achintya, Thomsen Nicolai Baek, Hautamäki Ville, Evans Nicholas, Tan Zheng-Hua. 2016. Utterance Verification for Text-Dependent Speaker Recognition: a Comparative Assessment Using the RedDots Corpus. Teoksessa: - (toim.), Prodeedings of The 17th Annual Conference of the International Speech Communication Association. Interspeech 2016. s. 430-434. 2016
• Behravan Hamid, Kinnunen Tomi, Hautamäki Ville. 2016. Out-of-Set i-Vector Selection for Open-set Language Identification. Teoksessa: Lleida Eduardo, Rodriguez-Fuentes Luis Javier (toim.), Proceedings of Odyssey 2016: The Speaker and Language Recognition Workshop, June 21-24, 2016, Bilbao, Spain. ISCA SIG on Speaker and Language Characterization. Proceedings of the Odyssey: The Speaker and Language Recognition Workshop 2016. s. 303-310. 2016
• Lee KA, Li H, Deng L, Hautamäki V, Rao W, Xiao X, Larcher A, Sun H, Nguyen TH, Wang G, Sizov A, Chen J, Kukanov I, Poorjam AH, Trong TN, Xu C-L, Xu H-H, Ma B, Chng E-S, Meignier S. 2016. The 2015 NIST language recognition evaluation: The shared view of I2R, fantastic4 and singaMS. Teoksessa: Hess Wolfgang (toim.), Proceedings of the 17th Annual Conference ot the International Speech Communication Association. Interspeech 2016. s. 3211-3215. 2016
• Gonzalez Hautamäki Rosa, Sahidullah Md, Kinnunen Tomi, Hautamäki Ville. 2016. Age-Related Voice Disguise and its Impact in Speaker Verification Accuracy. Teoksessa: Lleida Eduardo, Rodriguez-Fuentes Luis Javier (toim.), Proceedings of Odyssey 2016: The Speaker and Language Recognition Workshop, June 21-24, 2016, Bilbao, Spain. ISCA SIG on Speaker and Language Characterization. Proceedings of the Odyssey: The Speaker and Language Recognition Workshop 2016. s. 277-282. 2016
• Jokinen Kristiina, Trong Trung Ngo, Hautamäki Ville. 2016. Variation in spoken North Sami language. Teoksessa: Hess Wolfgang (toim.), Proceedings of the 17th Annual Conference ot the International Speech Communication Association. Interspeech 2016. s. 3299-3303. 2016
• Behravan Hamid, Hautamäki Ville, Siniscalchi Sabato Marco, Kinnunen Tomi, Lee Chin-Hui. 2015. i-Vector Modeling of Speech Attributes for Automatic Foreign Accent Recognition. IEEE/ACM Transactions on Audio, Speech, and Language Processing 2016; 24 1: 29-41. 2015
• González Hautamäki Rosa, Kinnunen Tomi, Hautamäki Ville, Laukkanen Anne-Maria. 2015. Automatic versus human speaker verification: the case of voice mimicry. Speech Communication 72: 13-31. 2015
• Hautamäki Ville, Siniscalchi Sabato, Behravan Hamid, Salerno Valerio Mario, Kukanov Ivan. 2015. Boosting Universal Speech Attributes Classification with Deep Neural Network for Foreign Accent Characterization. Teoksessa: - (toim.), Proceedings of Interspeech 2015. INTERSPEECH -. s. 408-412. 2015
• Behravan Hamid, Hautamäki Ville, Kinnunen Tomi. 2014. Factors affecting i-vector based foreign accent recognition: A case study in spoken Finnish. Speech Communication 66: 118-129. 2014
• Behravan Hamid, Hautamäki Ville, Sinischalci SM, Kinnunen Tomi, Chin-Hui Lee. 2014. Introducing Attribute Features to Foreign Accent Recognition: -, Proceedings of International Confrerence on Acoustics, Speech and Signal Processing (ICASSP 2014. 5332-5336. 2014
• Cheng You-Chi, Hautamäki Ville, Huang Zhen, Li Kehuang, Lee Chin-Hui. 2014. An I-Vector Based Descriptor for Alphabetical Gesture Recognition: -, Proceedings of IEEE International Conference on Acoustic, Speech and Signal Processing (ICASSP) 2014. 6643-6647. 2014
• Gonzales-Hautamäki Rosa, Kinnunen Tomi, Hautamäki Ville, Laukkanen Anne-Maria. 2014. Comparison of Human Listeners and Speaker Verification Systems Using Voice Mimicry Data: -, Proceedings of Odyssey 2014: The Speaker and Language Recognition Workshop. Odyssey: the Speaker and Language Recognition Workshop 72730. 137-144. 2014
• Hautamäki Ville, Pöllänen Antti, Kinnunen Tomi, Lee Kong Aik, Li Haizhou, Fränti Pasi. 2014. A Comparison of Categorical Attribute Data Clustering Methods. LECTURE NOTES IN COMPUTER SCIENCE 8621: 53-62. 2014
• Rajan Padmanabhan, Afanasyev Anton, Hautamäki Ville, Kinnunen Tomi. 2014. From single to multiple enrollment i-vectors: Practical PLDA scoring variants for speaker verification. Digital Signal Processing 31: 93-101. 2014
• Behravan Hamid, Hautamäki Ville, Sinisalchi Sabato Marco, Khoury Elie, Kurki Tommi, Kinnunen Tomi, Lee Chin-Hui. 2014. Dialect Levelling in Finnish: A Universal Speech Attribute Approach: -, Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH. INTERSPEECH -. 2165-2169. 2014
• Hautamäki Ville, Lee Kong Aik, van Leeuwen David, Saeidi Rahim, Larcher Anthony, Kinnunen Tomi, Hasan Taufig, Sadjadi Seyed Omid, Liu Gang, Boril Hynek, Hansen John H. L., Fauve Benoit. 2013. Automatic Regularization of Cross-entropy Cost for Speaker Recognition Fusion: -, Proceedings of INTERSPEECH 2013, 14th Annual Conference of the International Speech Communication Association, Lyon, France, 25-29 August, 2013. 1609-1613. 2013
• Saeidi R., Lee K.A., Kinnunen T., Hasan T., Fauve B., Bousquet P.-M., Khoury E., Sordo Martinez P.L., Kua J.M.K., You C.H., Sun H., Larcher A., Rajan P., Hautamäki V., Hanilci C., Braithwaite B., Gonzales-Hautamäki R., Sadjadi S.O., Liu G., Boril H. et.al... 2013. I4U submission to NIST SRE 2012: A large-scale collaborative effort for noise-robust speaker verification: -, Proceedings of INTERSPEECH 2013, 14th Annual Conference of the International Speech Communication Association, Lyon, France, 25-29 August, 2013. 1986-1990. 2013
• Rajan Padmanabhan, Kinnunen Tomi, Hautamäki Ville. 2013. Effect of multicondition training on i-vector PLDA configurations for speaker recognition: -, Proceedings of INTERSPEECH 2013, 14th Annual Conference of the International Speech Communication Association, Lyon, France, 25-29 August, 2013. 3694-3697. 2013
• Huang Zhen, Cheng You-Chi, Li Kehuang, Hautamäki Ville, Lee Chin-Hui. 2013. A Blind Segmentation Approach to Acoustic Event Detection Based on I-Vector: -, Proceedings of INTERSPEECH 2013, 14th Annual Conference of the International Speech Communication Association, Lyon, France, 25-29 August, 2013. 2282-2286. 2013
• Hautamäki Ville, Kinnunen Tomi, Sedlák Filip, Lee Kong Aik, Ma Bin, Li Haizhou. 2013. Sparse Classifier Fusion for Speaker Verification. IEEE Transactions on Audio, Speech, and Language Processing 21 8: 1622-1631. 2013
• Behravan Hamid, Hautamäki Ville, Kinnunen Tomi. 2013. Foreign Accent Detection from Spoken Finnish Using i-Vectors: -, Proceedings of INTERSPEECH 2013, 14th Annual Conference of the International Speech Communication Association, Lyon, France, 25-29 August, 2013. 79-83. 2013
• Hautamäki Ville, Cheng You-Chi, Rajan Padmanabhan, Lee Chin-Hui. 2013. Minimax i-vector extractor for short duration speaker verification: -, Proceedings of INTERSPEECH 2013, 14th Annual Conference of the International Speech Communication Association, Lyon, France, 25-29 August, 2013. 3708-3712. 2013
• Gonzáles Hautamäki Rosa, Hautamäki Ville, Rajan Padmanabhan, Kinnunen Tomi. 2013. Merging human and automatic system decisions to improve speaker recognition performance: -, Proceedings of INTERSPEECH 2013, 14th Annual Conference of the International Speech Communication Association, Lyon, France, 25-29 August, 2013. 2519-2523. 2013
• Gonzales Hautamäki Rosa, Kinnunen Tomi, Hautamäki Ville, Leino Timo, Laukkanen Anne-Maria. 2013. I-vectors meet imitators: on vulnerability of speaker verification systems against voice mimicry: -, Proceedings of INTERSPEECH 2013, 14th Annual Conference of the International Speech Communication Association, Lyon, France, 25-29 August, 2013. 930-934. 2013
• Hautamäki Ville, Lee Kong Aik, Larcher Anthony, Kinnunen Tomi, Ma Bin, Li Haizhou. 2012. Variational Bayes lostic regression as regularized fusion for NIST Sre 2010: -, Odyssey 2012, The Speaker and Language Recognition Workshop 25-28 June 2012, Singapore. -. 2012
• Zhao Qinpei, Hautamäki Ville, Kärkkäinen Ismo, Fränti Pasi. 2012. Random swap em algorithm for Gaussian mixture models. PATTERN RECOGNITION LETTERS 33 16: 2120-2126. 2012
• Do Van Hai, Xiao Xiong, Hautamäki Ville, Chng Siong Eng. 2011. Speech Attribute Recognition using Context-Dependent Modeling: -, APSIPA ASC 2011, Xi'an, China, Oct. 18-21, 2011. Asia-Pacific Signal and Information Processing Association (APSIPA). -. 2011
• Hautamäki Ville, Lee Kong Aik, Larcher Anthony, Kinnunen Tomi, Ma Bin, Li Haizhou. 2011. Experiments with large scale regularized fusion on NIST SRE 2010: -, Analysis Workshop, 8.-9. December, 2011, Atlanta, USA. -. 2011
• Sedlák Filip, Kinnunen Tomi, Hautamäki Ville, Lee Kong-Aik, Li Haizhou. 2011. Classifier Subset Selection and Fusion for Speaker Verification: -, IEEE Proceedings of the International Conference on Acoustics, Speech and Signal Processing, ICASSP 2011. 4544-4547. 2011
• Zhao Q, Hautamäki V & Fränti P. 2011. RSEM: an accelerated algorithm on repeated EM: -, The 6th International Conference on Image and Graphics, ICIG 2011. 135-140. 2011
• Hautamäki V, Lee K, Kinnunen T, Ma B & Li H. 2011. Regularized Logistic Regression Fusion for Speaker: -, Proceedings of Interspeech 2011, 12th Annual Conference of the International Speech Communication Association. INTERSPEECH. 2745-2748. 2011
• Fränti P, Tabarcea A, Kuittinen J & Hautamäki V. 2010. Location-based search engine for multimedia phones: Khong AWH and Kim C (Eds.), 2010 IEEE International Conference on Multimedia & Expo, ICME 2010. IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO. 558-563. 2010
• Hautamäki, V, Kinnunen, T, Nosratighods, M, Lee, K, Ma, B & Li, H. 2010. Approaching Human Listener Accuracy with Modern Speaker Verification: -, Interspeech'2010. INTERSPEECH. 1473-1476. 2010
• Ng R, Leung C, Hautamäki V, Lee T, Ma B. & Li H. 2010. Towards long-range prosodic attribute modeling for language recognition: -, Interspeech'2010. INTERSPEECH. 1792-1795. 2010
• Tabarcea A, Hautamäki V & Fränti P. 2010. Ad-Hoc Georeferencing of Web-Pages Using Street-name Prefix Trees: -, International Conference on Web Information Systems & Technologies (WEBIST'10), Vol. 1. INTERNATIONAL CONFERENCE ON WEB INFORMATION SYSTEMS AND TECHNOLOGIES. 237-244. 2010
• Tomi Kinnunen, Juhani Saastamoinen, Ville Hautamäki, Mikko Vinni and Pasi Fränti. 2009. Comparative evaluation of maximum a Posteriori vector quantization and gaussian mixture models in speaker verification. Pattern Recognition Letters 30: 341-347. 2009
• Tomi Kinnunen, Juhani Saastamoinen, Ville Hautamäki, Mikko Vinni and Pasi Fränti. 2009. Comparing maximum a posteriori vector quantization and Gaussian mixture models in speaker verification, IEEE International Conference on Acoustics, Speech, and Signal Processing, (ICASSP'09), Taipei, Taiwan, April 2009. 4229-4232. 2009
• Qinpei Zhao, Ville Hautamäki, Ismo Kärkkäinen, Pasi Fränti. 2009. Random swap EM algorithm for finite mixtures models in image segmentation. Teoksessa: (toim.), 2009 IEEE International Conference on Image Processing (ICIP'09). ss. 2397-2400. 2009
• P. Fränti, J. Saastamoinen, I. Kärkkäinen, T. Kinnunen, V. Hautamäki, I. Sidoroff. 2009. Developing Speaker Recognition System: from Prototype to Practical Application. Teoksessa: (toim.), International Conference Forensic Applications and Techniques in Telecommunications, Information and Multimedia (e-Forensics'09), Adelaide, Australia, January 19-21, 2009, LNICST vol. 8. ss. 101-114. 2009
• P. Fränti, O. Virmajoki and V. Hautamäki. 2008. Probabilistic clustering by random swap algorithm, IEEE The 19th International Conference on Pattern Recognition, IAPR 2008, Tampa, Florida, USA, December 7-11,. -. 2008
• Qinpei Zhao, Ville Hautamäki, and Pasi Fränti. 2008. Knee Point Detection in BIC for Detecting the Number of Clusters: JacquesBlanc-Talon, Salah Bourennane, Wilfried Philips, Dan Popescu, Paul Scheunders, Advanced Concepts for Intelligent Vision Systems, 10th International Conference, ACIVS 2008 Proceedings.Springer-Verlag Berlin Heidelberg, 2008. Lecture Notes in Computer Science. 664-673. 2008
• V. Hautamäki, P. Nykänen and P. Fränti. 2008. Time-series clustering by approximate prototypes, IEEE The 19th International Conference on Pattern Recognition, IAPR 2008, Tampa, Florida, USA, December 7-11. -. 2008
• Ville Hautamäki. 2008. Improving Pattern Recognition Methods for Speaker Recognition. 2008
• Ville Hautamäki;Tomi Kinnunen and Pasi Fränti. 2008. Text-independent speaker recognition using graph matching. Pattern Recognition Letters 29: 1427-1432. 2008
• Ville Hautamäki;Tomi Kinnunen;Ismo Kärkkäinen;Juhani Saastamoinen;Marko Tuononen;and Pasi Fränti. 2008. Maximum a Posteriori Adaptation of the Centroid Model for Speaker Verification. IEEE Signal Processing Letters 15: 162-165. 2008
• Implementing Speaker Recognition System: from Matlab to Practice. P. Fränti;J. Saastamoinen;I. Kärkkäinen;T. Kinnunen;V. Hautamäki and I. Sidoroff. 2007 2007
• Ville Hautamäki;Marko Tuononen;Tuija Niemi-Laitinen. and Pasi Fränti. 2007. Improving Speaker Verification by Periodicity Based Voice Activity Detection: Potapova R.K. (Editor), The XII International Conference 'Speech and Computer', SPECOM'2007, October 15-18, 2007, Vol. I-II.Moscow State Linguistic University. 645-650. 2007
• P. Fränti;O. Virmajoki and V.Hautamäki. 2006. Fast Agglomerative Clustering Using a k-Nearest Neighbor Graph. IEEE Transactions on Pattern Analysis and Machine Intelligence 28 11: 1875-1881. 2006
• Harsh Gupta;Ville Hautamäki;Tomi Kinnunen and Pasi Fränti. 2005. Field Evaluation of Text-Dependent Speaker Recognition in an Access Control Application. Teoksessa: Edited by G. Kokkinakis;N. Fakotakis;E. Dermatas;R. Potapova (toim.), Proceedings of the 10th International Conference Speech and Computer (SPECOM'2005).Moscow State Linguistics University. ss. 551-554. 2005
• Juhani Saastamoinen;Evgeny Karpov;Ville Hautamäki;and Pasi Fränti. 2005. Accuracy of MFCC-Based Speaker Recognition in Series 60 Device. EURASIP Journal on Applied Signal Processing 2005 17: 2816-2827. 2005
• Ville Hautamäki;Svetlana Cherednichenko;Ismo Kärkkäinen;Tomi Kinnunen;and Pasi Fränti. 2005. Improving K-Means by Outlier Removal: Heikki Kälviäinen;Jussi Parkkinen;Arto Kaarna (Eds.), Image Analysis, 14th Scandinavian Conference, SCIA 2005 Joensuu, Finland, June 19-22, 2005 Proceedings.Springer-Verlag Berlin Heidelberg 2005. Lecture Notes in Computer Science. 979-987. 2005
• Hautamäki;V.;Kärkkäinen;I. and Fränti;P.. 2004. Outlier detection using k-nearest neighbour graph. Teoksessa: (toim.). ss. 2004
• Kinnunen Tomi;Hautamäki Ville;Fränti Pasi. 2004. Fusion of Spectral Feature Sets for Accurate Speaker Identification. 2004
• Saastamoinen;J.;Karpov;E.;Hautamäki;V. and Fränti;P.. 2004. Automatic Speaker Recognition for Series 60 Mobile Devices. 2004
• Fränti Pasi;Hautamäki Ville. 2003. Compression of aerial images for reduced-color devices. 2003
• Fränti Pasi;Hautamäki Ville. 2003. Fast PNN-based clustering using k-nearest neighbor graph. 2003
• Kinnunen Tomi;Hautamäki Ville; Fränti Pasi. 2003. On the fusion of dissimilarity-based classifiers for speaker identification. 2003

Tutkimusryhmät

• Laskennallisen puheen tutkimusryhmä
• Machine Learning
• Soveltava tilastotiede ja tilastollinen koneoppiminen