Arno Solin

  • Phone+358405776226
  • Aalto SCI Computer Science Konemiehentie 2

20102020

Research output per year

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Research Output

2020

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

2019

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

End-to-End Probabilistic Inference for Nonstationary Audio Analysis

Wilkinson, W., Andersen, M., Reiss, J. D., Stowell, D. & Solin, A., 2019, 36th International Conference on Machine Learning, ICML 2019. p. 6776–6785 (Proceedings of Machine Learning Research; vol. 97).

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

Open Access
File
10 Downloads (Pure)

Global approximate inference via local linearisation for temporal Gaussian processes

Wilkinson, W., Chang, P., Andersen, M. & Solin, A., 2019.

Research output: Contribution to conferencePaperScientificpeer-review

Open Access

Hilbert space methods for reduced-rank Gaussian process regression

Solin, A. & Särkkä, S., 2019, In : STATISTICS AND COMPUTING. 28 p.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
File
1 Citation (Scopus)
112 Downloads (Pure)

Know Your Boundaries: Constraining Gaussian Processes by Variational Harmonic Features

Solin, A. & Kok, M., 2019, Proceedings of the 22nd International Conference on Artificial Intelligence and Statistics (AISTATS). JMLR W&CP, p. 2193-2202 (Proceedings of Machine Learning Research; vol. 89).

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

Open Access
File
5 Downloads (Pure)

Pioneer Networks: Progressively Growing Generative Autoencoder

Heljakka, A., Solin, A. & Kannala, J., 2019, Computer Vision – ACCV 2018 - 14th Asian Conference on Computer Vision, Revised Selected Papers. Mori, G., Jawahar, C. V., Schindler, K. & Li, H. (eds.). Springer, Cham, p. 22-38 17 p. (Lecture notes in computer science; vol. 11361).

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

Open Access
File
1 Citation (Scopus)
94 Downloads (Pure)

Unifying Probabilistic Models for Time-frequency Analysis

Wilkinson, W. J., Riis Andersen, M., Reiss, J. D., Stowell, D. & Solin, A., 1 May 2019, 44th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019; Brighton; United Kingdom; 12-17 May 2019 : Proceedings. IEEE, p. 3352-3356 5 p. 8682306. (IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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

Open Access
File
1 Citation (Scopus)
93 Downloads (Pure)

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

Hou, Y., Solin, A. & Kannala, J., 1 Jan 2019, Image Analysis - 21st Scandinavian Conference, SCIA 2019, Proceedings. Felsberg, M., Forssén, P-E., Unger, J. & Sintorn, I-M. (eds.). p. 54-66 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11482 LNCS).

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

Open Access
1 Citation (Scopus)
2018

ADVIO: An authentic dataset for visual-inertial odometry

Cortés, S., Solin, A., Rahtu, E. & Kannala, J., 1 Jan 2018, Computer Vision – ECCV 2018 - 15th European Conference, 2018, Proceedings. p. 425-440 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11214 LNCS).

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

Open Access
3 Citations (Scopus)

Computationally inferred genealogical networks uncover long-term trends in assortative mating

Malmi, E., Gionis, A. & Solin, A., 2018, Proceedings of the International World Wide Web Conference (WWW). ACM, p. 883-892 10 p.

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

Open Access
File
126 Downloads (Pure)

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

Cortes Reina, S., Solin, A. & Kannala, J., 2018, 2018 IEEE 28th International Workshop on Machine Learning for Signal Processing (MLSP). Aalborg: IEEE, p. 1-6 8516710

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

Open Access
File
6 Citations (Scopus)
234 Downloads (Pure)

Inertial Odometry on Handheld Smartphones

Solin, A., Cortes Reina, S., Rahtu, E. & Kannala, J., 2018, 2018 21st International Conference on Information Fusion, FUSION 2018. IEEE, p. 1361-1368 8455482

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

Open Access
File
14 Citations (Scopus)
136 Downloads (Pure)

Infinite-Horizon Gaussian Processes

Solin, A., Hensman, J. & Turner, R. E., 2018, 32nd Conference on Neural Information Processing Systems (NeurIPS 2018), Montréal, Canada.. Curran Associates, Inc., p. 3490-3499 10 p. (Advances in Neural Information Processing Systems; vol. 31).

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

Open Access
File
9 Downloads (Pure)

Modeling and Interpolation of the Ambient Magnetic Field by Gaussian Processes

Solin, A., Kok, M., Wahlstrom, N., Schon, T. B. & Sarkka, S., 2018, In : IEEE Transactions on Robotics. 34, 4, p. 1112-1127

Research output: Contribution to journalArticleScientificpeer-review

Open Access
File
12 Citations (Scopus)
113 Downloads (Pure)

PIVO: Probabilistic Inertial-Visual Odometry for Occlusion-Robust Navigation

Solin, A., Cortés Reina, S., Rahtu, E. & Kannala, J., 2018, Proceedings - 2018 IEEE Winter Conference on Applications of Computer Vision, WACV 2018. IEEE, p. 616-625 10 p. (IEEE Winter Conference on Applications of Computer Vision).

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

Open Access
File
10 Citations (Scopus)
89 Downloads (Pure)

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

Heljakka, A., Solin, A. & Kannala, J., 1 Jan 2018, Advanced Concepts for Intelligent Vision Systems - 19th International Conference, ACIVS 2018, Proceedings. p. 309-320 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11182 LNCS).

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

Open Access
File
1 Citation (Scopus)
91 Downloads (Pure)

Robust Gyroscope-Aided Camera Self-Calibration

Cortés Reina, S., Solin, A. & Kannala, J., 5 Sep 2018, 2018 21st International Conference on Information Fusion, FUSION 2018. IEEE, p. 772-779 8 p. 8455353

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

Open Access

Scalable Magnetic Field SLAM in 3D Using Gaussian Process Maps

Kok, M. & Solin, A., 5 Sep 2018, 21st International Conference on Information Fusion: FUSION 2018. IEEE, p. 1353-1360 8 p. 8455789

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

Open Access
File
6 Citations (Scopus)
117 Downloads (Pure)

State space Gaussian processes with non-Gaussian likelihood

Nickisch, H., Solin, A. & Grigorevskiy, A., 2018, 35th International Conference on Machine Learning, ICML 2018. Dy, J. & Krause, A. (eds.). p. 3789-3798 (Proceedings of Machine Learning Research; vol. 80).

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

Open Access
File
1 Citation (Scopus)
22 Downloads (Pure)

Variational Fourier Features for Gaussian Processes

Hensman, J., Durrande, N. & Solin, A., 2018, In : Journal of Machine Learning Research. 18, 1, p. 1-52 52 p., 151.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
File
25 Downloads (Pure)
2017

Where is physiological noise lurking in k-space?

Karvonen, T., Solin, A., Garcia Fernandez, A., Tronarp, F., Särkkä, S. & Lin, F-H., 2017. 5 p.

Research output: Contribution to conferencePosterProfessional

2016

Computationally efficient Bayesian learning of Gaussian process state space models

Svensson, A., Solin, A., Särkkä, S. & Schön, T. B., 2016, Proceedings of the Nineteenth International Conference on Artificial Intelligence and Statistics (AISTATS). p. 213–221 (Proceedings of Machine Learning Research; vol. 51).

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

Open Access
File
13 Downloads (Pure)

Nonlinear state space model identification using a regularized basis function expansion

Svensson, A., Schön, T. B., Solin, A. & Särkkä, S., 14 Jan 2016, 2015 IEEE 6th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2015. IEEE, p. 481-484 4 p. 7383841

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

2 Citations (Scopus)

Sigma-Point Filtering and Smoothing Based Parameter Estimation in Nonlinear Dynamic Systems

Kokkala, J., Solin, A. & Särkkä, S., 2016, In : JOURNAL OF ADVANCES IN INFORMATION FUSION. 11, 1, p. 15-30

Research output: Contribution to journalArticleScientificpeer-review

Open Access

Stochastic Differential Equation Methods for Spatio-Temporal Gaussian Process Regression

Solin, A., 2016, Aalto University. 140 p.

Research output: ThesisDoctoral ThesisCollection of Articles

Terrain navigation in the magnetic landscape: Particle filtering for indoor positioning

Solin, A., Särkkä, S., Kannala, J. & Rahtu, E., 2 Aug 2016, 2016 European Navigation Conference, ENC 2016. IEEE, 9 p. 7530559

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

16 Citations (Scopus)
2015

State Space Methods for Efficient Inference in Student-t Process Regression

Solin, A. & Särkkä, S., 2015, 18th International Conference on Artificial Intelligence and Statistics (AISTATS), San Diego, CA, USA, May 9-12, 2015. p. 885-893

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

8 Citations (Scopus)

The blind leading the blind: Network-based location estimation under uncertainty

Malmi, E., Solin, A. & Gionis, A., 2015, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Appice, A., Rodrigues, P. P., Costa, V. S., Gama, J., Jorge, A. & Soares, C. (eds.). Vol. 9285. p. 406-421 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9285).

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

2 Citations (Scopus)
2014

Catching Physiological Noise: Comparison of DRIFTER in Image and k-Space

Solin, A., Särkkä, S., Nummenmaa, A., Vehtari, A. & Lin, F-H., 2014, ISMRM 2014, 22nd Annual Meeting & Exhibition, Milan, Italy.

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

Expectation Maximization Based Parameter Estimation by Sigma-Point and Particle Smoothing

Kokkala, J., Solin, A. & Särkkä, S., 2014, The 17th International Conference on Information Fusion (FUSION), Salamanca, Spain, July 7-10, 2014.

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

17 Citations (Scopus)

Explicit Link Between Periodic Covariance Functions and State Space Models

Solin, A. & Särkkä, S., 2014, Seventeenth International Conference on Artifcial Intelligence and Statistics (AISTATS), Reykjavik, Iceland.

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

22 Citations (Scopus)

Gaussian Quadratures for State Space Approximation of Scale Mixtures of Squared Exponential Covariance Functions

Solin, A. & Särkkä, S., 2014, International Workshop on Machine Learning for Signal Processing (MLSP). Reims, France. IEEE

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

3 Citations (Scopus)

The 10th annual MLSP competition: First place

Solin, A. & Särkkä, S., 2014, International Workshop on Machine Learning for Signal Processing (MLSP). Reims, France. IEEE

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientific

5 Citations (Scopus)
2013

Continuous-Space Gaussian Process Regression and Generalized Wiener Filtering with Application to Learning Curves

Särkkä, S. & Solin, A., 2013, IMAGE ANALYSIS, SCIA 2013: 18TH SCANDINAVIAN CONFERENCE, Espoo, Finland. p. 172-181

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

1 Citation (Scopus)

Infinite-dimensional Bayesian filtering for detection of quasiperiodic phenomena in spatiotemporal data

Solin, A. & Särkkä, S., 2013, In : Physical Review E. 88, 5

Research output: Contribution to journalArticleScientificpeer-review

Open Access
11 Citations (Scopus)

Spatiotemporal Learning via Infinite-Dimensional Bayesian Filtering and Smoothing: A Look at Gaussian Process Regression Through Kalman Filtering

Särkkä, S., Solin, A. & Hartikainen, J., 2013, In : IEEE Signal Processing Magazine. 30, 4, p. 51-61

Research output: Contribution to journalArticleScientificpeer-review

84 Citations (Scopus)

Timefrequency dynamics of brain connectivity by stochastic oscillator models and Kalman filtering

Solin, A., Glerean, E. & Särkkä, S., 2013, The 19th Annual Meeting of the Organization for Human Brain Mapping, Seattle, WA, USA.

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

Volumetric space-time structure of physiological noise in BOLD fMRI

Solin, A., Särkkä, S., Nummenmaa, A., Vehtari, A., Auranen, T., Vanni, S. & Lin, F-H., 2013, ISMRM 21st Annual Meeting & Exhibition, 20 - 26 April 2013, Salt Lake City, UT, USA.

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

2012

Dynamic retrospective filtering of physiological noise in BOLD fMRI: DRIFTER

Särkkä, S., Solin, A., Nummenmaa, A., Vehtari, A., Auranen, T., Vanni, S. & Lin, F-H., 2012, In : NeuroImage. 60, 2, p. 1517-1527

Research output: Contribution to journalArticleScientificpeer-review

61 Citations (Scopus)

Identification of Spatio-Temporal Oscillatory Signal Structure in Cerebral Hemodynamics Using DRIFTER.

Särkkä, S., Solin, A., Nummenmaa, A., Vehtari, A., Auranen, T., Vanni, S. & Lin, F-H., 2012, ISMRM 20th Annual Meeting & Exhibition, 5 - 11 May 2012, Melbourne, Australia.

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

On Continuous-Discrete Cubature Kalman Filtering

Särkkä, S. & Solin, A., 2012, Sysid 2012, 16th IFAC Symposium on System Identification Brussels. p. 1210-1215

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

19 Citations (Scopus)
2011

Dynamical statistical modeling of physiological noise for fast BOLD fMRI

Särkkä, S., Nummenmaa, A., Solin, A., Vehtari, A., Witzel, T., Auranen, T., Vanni, S., Hämäläinen, M. S. & Lin, F-H., 2011, ISMRM 19th Annual Meeting & Exhibition, 7-13 May 2011, Montreal.

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