Arno Solin
Department of Computer Science

Arno Solin

Academy Postdoctoral Researcher

Contact information

Postal address
Aalto SCI Computer Science Konemiehentie 2
Full researcher profile
https://research.aalto.fi/...

Description

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.

Honors and awards

Award or honor granted for a specific work
Department of Computer Science
Feb 2018

Best Paper Award Best Paper Award at the Young Demographers conference for the paper "Computationally Inferred Genealogical Networks UncoverLong-Term Trends in Assortative Mating" by Eric Malmi, Aristides Gionis, and Arno Solin.

Award or honor granted for a specific work
Professorship Solin A.
Jul 2018

Best Paper Award at FUSION 2018 The paper "Scalable Magnetic Field SLAM in 3D Using Gaussian Process Maps" by Manon Kok and Arno Solin was awarded the Best Paper award at the FUSION conference in Cambridge, UK.

Research groups

Professorship Solin A., Assistant Professor

Publications

Probabilistic Machine Learning, Professorship Vehtari A., Department of Computer Science, Professorship Solin A.

Unifying Probabilistic Models for Time-frequency Analysis

Publishing year: 2019 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings
Department of Electrical Engineering and Automation, Sensor Informatics and Medical Technology, Professorship Solin A., Department of Computer Science

Applied Stochastic Differential Equations

Publishing year: 2019
Department of Computer Science, Professorship Kannala J., Professorship Solin A.

Unstructured Multi-view Depth Estimation Using Mask-Based Multiplane Representation

Publishing year: 2019 Image Analysis - 21st Scandinavian Conference, SCIA 2019, Proceedings
Department of Computer Science, Professorship Kannala J., Professorship Solin A.

Pioneer Networks

Publishing year: 2019 Computer Vision – ACCV 2018 - 14th Asian Conference on Computer Vision, Revised Selected Papers
Professorship Solin A., Department of Computer Science, Department of Electrical Engineering and Automation, Sensor Informatics and Medical Technology

Hilbert space methods for reduced-rank Gaussian process regression

Publishing year: 2019 STATISTICS AND COMPUTING
Department of Computer Science, Professorship Kannala J., Professorship Solin A.

Robust Gyroscope-Aided Camera Self-Calibration

Publishing year: 2018 2018 21st International Conference on Information Fusion, FUSION 2018
Department of Computer Science, Professorship Solin A.

Scalable Magnetic Field SLAM in 3D Using Gaussian Process Maps

Publishing year: 2018 21st International Conference on Information Fusion
Department of Computer Science, Professorship Kannala J., Professorship Solin A., Professorship Savioja L.

ADVIO

Publishing year: 2018 Computer Vision – ECCV 2018 - 15th European Conference, 2018, Proceedings
Department of Computer Science, Professorship Kannala J., Professorship Solin A., Professorship Savioja L.

Recursive Chaining of Reversible Image-to-Image Translators for Face Aging

Publishing year: 2018 Advanced Concepts for Intelligent Vision Systems - 19th International Conference, ACIVS 2018, Proceedings
Department of Computer Science, Professorship Kannala J., Professorship Solin A.

Deep learning based speed estimation for constraining strapdown inertial navigation on smartphones

Publishing year: 2018 2018 IEEE 28th International Workshop on Machine Learning for Signal Processing (MLSP)