Arno Solin

  • Phone+358405776226
  • Aalto SCI Computer Science Konemiehentie 2

20102020

Research output per year

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Personal profile

Artistic and research interests

I have a broad interest in statistical modelling, machine learning, and signal processing. My key research interests are in Bayesian inference methods for stochastic dynamical systems, linear and non-linear Kalman filtering, and Gaussian process models and infinite-dimensional Kalman filtering for spatio-temporal models.

My application areas revolve around real-time inference applications on limited hardware such as smartphones. These include sensor fusion applications for tracking and localisation, and temporal and spatio-temporal modelling of, e.g., the weather and human brain.

Education/Academic qualification

Doctor of Science (Technology), Information Technology

Master of Science (Technology), Engineering Physics

Bachelor of Science (Technology), Engineering Physics

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Research Output

Iterative path reconstruction for large-scale inertial navigation on smartphones

Cortes Reina, S., Hou, Y., Kannala, J. & Solin, A., Feb 2020, Proceedings of the International Conference on Information Fusion (FUSION). IEEE

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access
  • Multi-view stereo by temporal nonparametric fusion

    Hou, Y., Kannala, J. & Solin, A., Feb 2020, Proceedings - 2019 International Conference on Computer Vision, ICCV 2019. IEEE, p. 2651–2660 9008539. (Proceedings of the IEEE International Conference on Computer Vision; vol. 2019-October).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

    Open Access

    Towards photographic image manipulation with balanced growing of generative autoencoders

    Heljakka, A., Solin, A. & Kannala, J., Mar 2020, Proceedings - 2020 IEEE Winter Conference on Applications of Computer Vision, WACV 2020. IEEE, p. 3109-3118 10 p. 9093375

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  • Applied Stochastic Differential Equations

    Särkkä, S. & Solin, A., Apr 2019, Cambridge University Press. 324 p. ( Institute of Mathematical Statistics Textbooks)

    Research output: Book/ReportBookScientificpeer-review

    Open Access

    Conditional image sampling by deep automodulators

    Heljakka, A., Hou, Y., Kannala, J. & Solin, A., 2019.

    Research output: Contribution to conferencePaperScientificpeer-review

    Open Access

    Projects

    Shallow models meet deep vision

    Solin, A.

    01/09/201931/08/2023

    Project: Academy of Finland: Other research funding

    Spectacular AI

    Solin, A., Rantalankila, P., Seiskari, O. & Ylilammi, J.

    01/01/201931/01/2021

    Project: Business Finland: New business from research ideas (TUTLI)

    Sequential inference for real-time probabilistic modelling

    Solin, A.

    01/09/201731/08/2020

    Project: Academy of Finland: Other research funding

    Tehostettu MEGMRI

    Ilmoniemi, R., Tervo, A., Solin, A., Mäkinen, A., Lin, F., Nieminen, J., Zevenhoven, K. & Sarvas, J.

    01/01/201031/12/2015

    Project: Business Finland: FiDiPro

    Prizes

    Best Paper Award

    Eric Malmi (Recipient), Arno Solin (Recipient) & Aristides Gionis (Recipient), 16 Feb 2018

    Prize: Award or honor granted for a specific work

    File

    Best Paper Award at FUSION 2018

    Arno Solin (Recipient), 12 Jul 2018

    Prize: Award or honor granted for a specific work

    File
  • NeurIPS Reviewer Award

    Arno Solin (Recipient), 2019

    Prize: Award or honor granted for a specific work

  • Activities

    Infinite-horizon Gaussian processes (and other recent gems)

    Arno Solin (Speaker)
    18 Jan 2019

    Activity: Talk or presentation typesPublic or invited talk

    Will Tebbutt

    Arno Solin (Host)
    19 Aug 201927 Sep 2019

    Activity: Hosting a visitor typesHosting a visitor

    The unholy alliance: Encoding probabilistic priors into deep vision models

    Arno Solin (Speaker)
    20 Dec 2019

    Activity: Talk or presentation typesPublic or invited talk

    Constraining Gaussian processes by variational Fourier features

    Arno Solin (Speaker)
    12 Sep 2019

    Activity: Talk or presentation typesPublic or invited talk

    Probabilistic Inertial-Visual Odometry

    Arno Solin (Speaker)
    29 Jan 2019

    Activity: Talk or presentation typesPublic or invited talk

    Press / Media

    Lentohinnat vaihtelevat kuin vuoristoradalla

    Arno Solin

    12/06/2019

    1 item of Media coverage

    Press/Media: Media appearance