Toni Karvonen

Doctoral student, Aalto University, 2016–
M.Sc. (applied mathematics), University of Helsinki, 2015

I am a second year doctoral student in the research group of sensor informatics and medical technology at the Department of Electrical Engineering and Automation, Aalto University. The group is led by my supervisor, Prof. Simo Särkkä.

My main research interests are

Contact Information

email: toni.karvonen@aalto.fi

Street Address

Room F322, F-talo
Rakentajanaukio 2C
Espoo, Finland

Postal Address

PO box 12200
FIN-00076 AALTO
FINLAND

Publications (Google Scholar)

Preprints

  1. Toni Karvonen and Simo Särkkä (2017). Fully symmetric kernel quadrature. Preprint, arXiv:1703.06359.

Peer-reviewed articles and abstracts

  1. Toni Karvonen and Simo Särkkä (2017). Classical quadrature rules via Gaussian processes. In 27th IEEE International Workshop on Machine Learning for Signal Processing (MLSP). Accepted for publication.
  2. Jakub Prüher, Filip Tronarp, Toni Karvonen, Simo Särkkä and Ondřej Straka (2017). Student-t process quadratures for filtering of non-linear systems with heavy-tailed noise. In 20th International Conference on Information Fusion (FUSION). Tammy Blair Best Student Paper Award, first runner-up.
  3. Toni Karvonen, Arno Solin, Ángel F. García-Fernández, Filip Tronarp, Simo Särkkä and Fa-Hsuan Lin (2017). Where is physiological noise lurking in k-space? In Proceedings of ISMRM 2017, 25th Annual Meeting & Exhibition. Appeared as abstract and e-poster.
  4. Toni Karvonen and Simo Särkkä (2016). Approximate state-space Gaussian processes via spectral transformation. In 26th IEEE International Workshop on Machine Learning for Signal Processing (MLSP).
  5. Toni Karvonen and Simo Särkkä (2016). Fourier–Hermite series for stochastic stability analysis of non-linear Kalman filters. In 19th International Conference on Information Fusion (FUSION), pp. 1829–1836.

Theses

  1. Toni Karvonen (2014). Stability of Linear and Non-Linear Kalman Filters. Master's thesis, instructor Dr. Simo Särkkä (Aalto University), supervisor Dr. Dario Gasbarra (University of Helsinki). Department of Mathematics and Statistics, University of Helsinki.
  2. Toni Karvonen (2014). Mittojen disintegraatio. Bachelors's thesis (in Finnish), instructor Dr. Ilkka Holopainen (University of Helsinki). Department of Mathematics and Statistics, University of Helsinki.

Talks and posters


Updated on October 6, 2017.