Ville Hautamäki
Associate Professor
Senior researcher at the computer science department. Focusing on data science, with specialization in statistical inference and deep learning. My current application areas are autonomous agents, bioinformatics and speech technology.
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
97/97 items-
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: -
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 -
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 -
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 -
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. -
Improving Behavioural Cloning with Human-Driven Dynamic Dataset Augmentation
Malato, Federico; Jehkonen, Joona; Hautamäki, Ville . 2022. -
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 -
Distilling Reinforcement Learning Tricks for Video Games
Kanervisto, Anssi; Scheller, Christian; Schraner, Yanick; Hautamäki, Ville. Teoksessa: -(toim.) , 2021. 2021 IEEE Conference on Games (CoG). s. 1-4. IEEE -
Mixed-effect Bayesian network reveals personal effects of nutrition
Turkia, Jari; Mehtätalo, Lauri; Schwab, Ursula; Hautamäki, Ville. 2021. Scientific reports. 11: 12016 -
Multi-task Learning with Attention for End-to-end Autonomous Driving
Ishihara, Keishi; Kanervisto, Anssi; Miura, Jun; Hautamaki, Ville. Teoksessa: O'Conner, Lisa(toim.) , 2021. Proceedings: 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). s. 2896-2905. IEEE