Ville Hautamäki
Associate Professor
Senior researcher at the computer science department. Focusing on data science, with specializati...
School of Computing, Faculty of Science, Forestry and Technology
ville.hautamaki@uef.fi | +358 50 442 2350
Senior researcher at the computer science department. Focusing on data science, with specialization in statistical inference and deep learning. At the moment, I teach regularly following courses, Probabilistic inference for data science, Bayes-inference and annual summer school on machine learning. My current application areas are autonomous agents, bioinformatics and speech technology.
Research groups
Publications
100/100 items-
Gradient Weighting for Speaker Verification in Extremely Low Signal-to-Noise Ratio
Ma, Yi; Lee, Kong Aik; Hautamäki, Ville; Ge, Meng; Li, Haizhou. Teoksessa: (toim.) , 2024. 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP): Proceedings. s. 11311-11315. IEEE A4 Conference proceedings -
Inferring personal intake recommendations of phosphorous and potassium for end-stage renal failure patients by simulating with Bayesian hierarchical multivariate model
Turkia, Jari; Schwab, Ursula; Hautamäki, Ville. 2024. PLoS ONE. 19: A1 Journal article (refereed), original research -
Online Adaptation for Enhancing Imitation Learning Policies
Malato, Federico; Hautamäki, Ville. Teoksessa: Jiwatode, Mohit(toim.) , 2024. Proceedings of the 2024 IEEE Conference on Games (CoG). s. 1-8. A4 Conference proceedings -
ROAR: Reinforcing Original to Augmented Data Ratio Dynamics for Wav2Vec2.0 Based ASR
Singh, Vishwanath Pratap; Malato, Federico; Hautamäki, Ville; Sahidullah, Md.; Kinnunen, Tomi. Teoksessa: Lapidot, Itshak; Gannot, Sharon(toim.) , 2024. Proceedings of Interspeech 2024. s. 2885-2889. International Speech Communication Association (ISCA) A4 Conference proceedings -
Zero-Shot Imitation Policy Via Search In Demonstration Dataset
Malato, Federico; Leopold, Florian; Melnik, Andrew; Hautamäki, Ville. Teoksessa: Yu, Hajin; Park, Jeongsik(toim.) , 2024. 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP): Proceedings. s. 7590-7594. IEEE A4 Conference proceedings -
GAN-Aimbots: Using Machine Learning for Cheating in First Person Shooters
Kanervisto, Anssi; Kinnunen, Tomi; Hautamäki, Ville. 2023. IEEE transactions on games. 15: 566-579 A1 Journal article (refereed), original research -
Self-Supervised Training of Speaker Encoder With Multi-Modal Diverse Positive Pairs
Tao, Ruijie; Lee, Kong Aik; Das, Rohan Kumar; Hautamaki, Ville; Li, Haizhou. 2023. IEEE/ACM transactions on audio, speech, and language processing. 31: 1706-1719 A1 Journal article (refereed), original research -
Towards Solving Fuzzy Tasks with Human Feedback: A Retrospective of the MineRL BASALT 2022 Competition
Milani, Stephanie; Kanervisto, Anssi; Ramanauskas, Karolis; Schulhoff, Sander; Houghton, Brandon; Mohanty, Sharada; Galbraith, Byron; Chen, Ke; Song, Yan; Zhou, Tianze; Yu, Bingquan; Liu, He; Guan, Kai; Hu, Yujing; Lv, Tangjie; Malato, Federico; Leopold, Florian; Raut, Amogh; Hautamäki, Ville; Melnik, Andrew; Ishida, Shu; Henriques, João F.; Klassert, Robert; Laurito, Walter; Cazzonelli, Lucas; Kulbach, Cedric; Popovic, Nicholas; Schweizer, Marvin; Novoseller, Ellen; Goecks, Vinicius G; Waytowic. Teoksessa: Ciccone, Marco; Stolovitzky, Gustavo; Albrecht, Jacob(toim.) , 2023. Proceedings of Machine Learning Research. s. 171-188. A4 Conference proceedings -
Improving Behavioural Cloning with Human-Driven Dynamic Dataset Augmentation
Malato, Federico; Jehkonen, Joona; Hautamäki, Ville . 2022. poster -
Self-Supervised Speaker Recognition with Loss-Gated Learning
Tao, Ruijie; Aik Lee, Kong; Kumar Das, Rohan; Hautamaki, Ville; Li, Haizhou. Teoksessa: Lam, Kenneth; Sisman, Berrak; Sun, Yan(toim.) , 2022. 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP): Proceedings. s. 6142-6146. IEEE A4 Conference proceedings