Rosa González Hautamäki
Senior Researcher
Ph.D in Computer Science
School of Humanities, Philosophical Faculty
Senior researcher in Logopedics, School of Humanities.
I received the Ph.D. degree in Computer Science from the University of Eastern Finland. My research focuses on developing and applying interpretable machine learning methods to identify risk factors associated with developmental language disorders and low language outcomes in children. My research also extends to computational modeling related to human decision-making and tabular data, including applications in speech technology, auditory analysis, and voice-based authentication systems. I collaborate with the Research Unit of Logopedics, University of Oulu and the Computational Speech Group, University of Eastern Finland.
Publications
22/22 items-
Cognitive Measures in Developmental Language Disorder Classification in Monolingual and Bilingual Children: A Machine Learning Approach
Plym, Jade; Màlato, Federico; Lahti-Nuuttila, Pekka; Smolander, Sini; Arkkila, Eva; Kunnari, Sari; González-Hautamäki, Rosa; Laasonen, Marja, 2026, Journal of speech, language, and hearing research, 69, 3, 1007-1020. A1 Journal article (refereed), original research -
FROST-EMA: Finnish and Russian Oral Speech Dataset of Electromagnetic Articulography Measurements with L1, L2 and Imitated L2 Accents
Hopponen, Satu; Kinnunen, Tomi; Nikolaev, Alexandre, González-Hautamäki, Rosa; Tavi, Lauri; Meister, Einar, 2025, 364–368. A4 Conference proceedings -
Shortcut Learning in Binary Classifier Black Boxes: Applications to Voice Anti-Spoofing and Biometrics
Sahidullah, Md; Shim, Hye Jin; Hautamaki, Rosa Gonzalez; Kinnunen, Tomi H, 2025, IEEE journal of selected topics in signal processing, 19, 7, 1542-1557. A1 Journal article (refereed), original research -
Improving speaker de-identification with functional data analysis of f0 trajectories
Tavi, Lauri; Kinnunen, Tomi; González Hautamäki, Rosa, 2022, Speech communication, 140, 1-10. A1 Journal article (refereed), original research -
Articulation During Voice Disguise: A Pilot Study
Tavi, Lauri; Kinnunen, Tomi; Meister, Einar; González-Hautamäki, Rosa; Malmi, Anton, 2021, Karpov, Alexey; Potapova, Rodmonga, Speech and Computer: 23rd International Conference, SPECOM 2021, St. Petersburg, Russia, September 27-30, 2021, Proceedings, 680-691. A4 Conference proceedings -
Data Quality as Predictor of Voice Anti-Spoofing Generalization
Chettri, Bhusan; Hautamäki González, Rosa; Sahidullah, Md.; Kinnunen, Tomi, 2021, -, Proceedings of Interspeech 2021, 1659-1663. A4 Conference proceedings -
Towards Controlling False Alarm - Miss Trade-Off in Perceptual Speaker Comparison via Non-Neutral Listening Task Framing
Gonzalez Hautamäki, Rosa; Kinnunen, Tomi, 2020, -, 2019 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU): Proceedings, 749-756. A4 Conference proceedings -
Why Did the x-Vector System Miss a Target Speaker? Impact of Acoustic Mismatch Upon Target Score on VoxCeleb Data
Gonzalez Hautamäki, Rosa; Kinnunen, Tomi, 2020, -, Proceedings of Interspeech 2020, 4313-4317. A4 Conference proceedings -
Can We Use Speaker Recognition Technology to Attack Itself? Enhancing Mimicry Attacks Using Automatic Target Speaker Selection
Kinnunen, T; Hautamäki, RG; Vestman, V; Sahidullah, M, 2019, -, 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP): Proceedings, 6146-6150. A4 Conference proceedings -
On the limits of automatic speaker verification: Explaining degraded recognizer scores through acoustic changes resulting from voice disguise
González Hautamäki, R; Hautamäki, V; Kinnunen, T, 2019, Journal of the acoustical society of america, 146, 1, 693-704. A1 Journal article (refereed), original research