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Simo Särkkä

Simo Särkkä

Aalto University
Finland

D-Index & Metrics

Discipline name D-Index World Ranking Current World Ranking National Ranking Current National Ranking Publications Citations
Computer Science 44 7534 7315 55 52 275 8739

Simo Särkkä publications per year

The chart shows the history of publications by Simo Särkkä between 2000 and 2025, highlighting the no. of papers published in each year and offering an overview of the publication velocity of this scholar. Simo Särkkä published across 26 years, from 2000 to 2025, averaging 12.7 papers a year. Output peaked at 40 publications in 2019. 38 of the 330 publications appeared in the last two years.

No. of publications
10 20 30 40
Bar chart. Horizontal axis: year, 2000 to 2025. Vertical axis: number of publications, 0 to 40. Peak 40 publications in 2019. 2000: 1 publication 2001: 0 publications 2002: 0 publications 2003: 2 publications 2004: 5 publications 2005: 1 publication 2006: 2 publications 2007: 5 publications 2008: 2 publications 2009: 1 publication 2010: 4 publications 2011: 9 publications 2012: 13 publications 2013: 21 publications 2014: 16 publications 2015: 15 publications 2016: 14 publications 2017: 15 publications 2018: 27 publications 2019: 40 publications 2020: 28 publications 2021: 30 publications 2022: 21 publications 2023: 20 publications 2024: 17 publications 2025: 21 publications
2000 2025

330 publications in total across all disciplines

View publications per year as a table
Simo Särkkä: publications per year, 2000 to 2025
Year Publications
2000 1
2001 0
2002 0
2003 2
2004 5
2005 1
2006 2
2007 5
2008 2
2009 1
2010 4
2011 9
2012 13
2013 21
2014 16
2015 15
2016 14
2017 15
2018 27
2019 40
2020 28
2021 30
2022 21
2023 20
2024 17
2025 21
Total 330
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Simo Särkkä publication distribution in Computer Science in 2026

The chart shows the distribution of publications by all Research.com ranked scientists in the field of Computer Science in 2026. The highlighted bar marks where Simo Särkkä sits on this spectrum.

No. of scientists
200 400 600
Bar chart with 97 bars. Horizontal axis: publications, 32–41 to 991+. Vertical axis: number of scientists, 0 to 609. Most scientists, 609, have 142–151 publications. The last bar groups every scientist with 991 publications or more. The highlighted bar, 272–281 publications, is where this scientist sits. 32–41 publications: 7 scientists 42–51 publications: 22 scientists 52–61 publications: 82 scientists 62–71 publications: 134 scientists 72–81 publications: 249 scientists 82–91 publications: 324 scientists 92–101 publications: 421 scientists 102–111 publications: 420 scientists 112–121 publications: 497 scientists 122–131 publications: 544 scientists 132–141 publications: 555 scientists 142–151 publications: 609 scientists 152–161 publications: 559 scientists 162–171 publications: 534 scientists 172–181 publications: 556 scientists 182–191 publications: 583 scientists 192–201 publications: 519 scientists 202–211 publications: 508 scientists 212–221 publications: 490 scientists 222–231 publications: 437 scientists 232–241 publications: 423 scientists 242–251 publications: 408 scientists 252–261 publications: 377 scientists 262–271 publications: 301 scientists 272–281 publications: 335 scientists 282–291 publications: 320 scientists 292–301 publications: 293 scientists 302–311 publications: 250 scientists 312–321 publications: 238 scientists 322–331 publications: 206 scientists 332–341 publications: 209 scientists 342–351 publications: 208 scientists 352–361 publications: 162 scientists 362–371 publications: 176 scientists 372–381 publications: 127 scientists 382–391 publications: 158 scientists 392–401 publications: 128 scientists 402–411 publications: 104 scientists 412–421 publications: 94 scientists 422–431 publications: 99 scientists 432–441 publications: 83 scientists 442–451 publications: 108 scientists 452–461 publications: 73 scientists 462–471 publications: 77 scientists 472–481 publications: 69 scientists 482–491 publications: 84 scientists 492–501 publications: 62 scientists 502–511 publications: 54 scientists 512–521 publications: 57 scientists 522–531 publications: 51 scientists 532–541 publications: 51 scientists 542–551 publications: 32 scientists 552–561 publications: 38 scientists 562–571 publications: 28 scientists 572–581 publications: 43 scientists 582–591 publications: 33 scientists 592–601 publications: 41 scientists 602–611 publications: 32 scientists 612–621 publications: 28 scientists 622–631 publications: 25 scientists 632–641 publications: 27 scientists 642–651 publications: 17 scientists 652–661 publications: 20 scientists 662–671 publications: 17 scientists 672–681 publications: 15 scientists 682–691 publications: 14 scientists 692–701 publications: 21 scientists 702–711 publications: 13 scientists 712–721 publications: 12 scientists 722–731 publications: 19 scientists 732–741 publications: 14 scientists 742–751 publications: 12 scientists 752–761 publications: 10 scientists 762–771 publications: 10 scientists 772–781 publications: 11 scientists 782–791 publications: 10 scientists 792–801 publications: 11 scientists 802–811 publications: 8 scientists 812–821 publications: 8 scientists 822–831 publications: 7 scientists 832–841 publications: 11 scientists 842–851 publications: 10 scientists 852–861 publications: 5 scientists 862–871 publications: 9 scientists 872–881 publications: 4 scientists 882–891 publications: 6 scientists 892–901 publications: 3 scientists 902–911 publications: 6 scientists 912–921 publications: 3 scientists 922–931 publications: 2 scientists 932–941 publications: 2 scientists 942–951 publications: 2 scientists 952–961 publications: 3 scientists 962–971 publications: 3 scientists 972–981 publications: 3 scientists 982–990 publications: 5 scientists 991+ publications: 100 scientists
32–41 publications 991+

This scientist: 275 publications — 68th percentile

68% of scientists in this discipline score the same or lower.

The last bar groups every scientist with 991 publications or more.

View publications distribution as a table
Number of Computer Science scientists by publication count, Research.com 2026 ranking edition. Based on 14,188 ranked scientists.
Publications Scientists This scientist
32–41 7
42–51 22
52–61 82
62–71 134
72–81 249
82–91 324
92–101 421
102–111 420
112–121 497
122–131 544
132–141 555
142–151 609
152–161 559
162–171 534
172–181 556
182–191 583
192–201 519
202–211 508
212–221 490
222–231 437
232–241 423
242–251 408
252–261 377
262–271 301
272–281 335 275
282–291 320
292–301 293
302–311 250
312–321 238
322–331 206
332–341 209
342–351 208
352–361 162
362–371 176
372–381 127
382–391 158
392–401 128
402–411 104
412–421 94
422–431 99
432–441 83
442–451 108
452–461 73
462–471 77
472–481 69
482–491 84
492–501 62
502–511 54
512–521 57
522–531 51
532–541 51
542–551 32
552–561 38
562–571 28
572–581 43
582–591 33
592–601 41
602–611 32
612–621 28
622–631 25
632–641 27
642–651 17
652–661 20
662–671 17
672–681 15
682–691 14
692–701 21
702–711 13
712–721 12
722–731 19
732–741 14
742–751 12
752–761 10
762–771 10
772–781 11
782–791 10
792–801 11
802–811 8
812–821 8
822–831 7
832–841 11
842–851 10
852–861 5
862–871 9
872–881 4
882–891 6
892–901 3
902–911 6
912–921 3
922–931 2
932–941 2
942–951 2
952–961 3
962–971 3
972–981 3
982–990 5
991+ 100
Download as CSV

Simo Särkkä D-index placement in Computer Science in 2026

The chart shows the D-index (discipline H-index) distribution of Computer Science scientists ranked by Research.com in 2026. The highlighted bar marks where Simo Särkkä sits on this spectrum.

No. of scientists
200 400 600 800
Bar chart with 52 bars. Horizontal axis: D-Index, 30–31 to 131+. Vertical axis: number of scientists, 0 to 990. Most scientists, 990, have 36–37 D-Index. The last bar groups every scientist with 131 D-Index or more. The highlighted bar, 44–45 D-Index, is where this scientist sits. 30–31 D-Index: 879 scientists 32–33 D-Index: 983 scientists 34–35 D-Index: 918 scientists 36–37 D-Index: 990 scientists 38–39 D-Index: 968 scientists 40–41 D-Index: 907 scientists 42–43 D-Index: 821 scientists 44–45 D-Index: 763 scientists 46–47 D-Index: 689 scientists 48–49 D-Index: 543 scientists 50–51 D-Index: 543 scientists 52–53 D-Index: 518 scientists 54–55 D-Index: 500 scientists 56–57 D-Index: 458 scientists 58–59 D-Index: 400 scientists 60–61 D-Index: 337 scientists 62–63 D-Index: 308 scientists 64–65 D-Index: 292 scientists 66–67 D-Index: 249 scientists 68–69 D-Index: 213 scientists 70–71 D-Index: 192 scientists 72–73 D-Index: 189 scientists 74–75 D-Index: 165 scientists 76–77 D-Index: 139 scientists 78–79 D-Index: 119 scientists 80–81 D-Index: 121 scientists 82–83 D-Index: 113 scientists 84–85 D-Index: 88 scientists 86–87 D-Index: 87 scientists 88–89 D-Index: 75 scientists 90–91 D-Index: 69 scientists 92–93 D-Index: 57 scientists 94–95 D-Index: 46 scientists 96–97 D-Index: 38 scientists 98–99 D-Index: 34 scientists 100–101 D-Index: 36 scientists 102–103 D-Index: 27 scientists 104–105 D-Index: 37 scientists 106–107 D-Index: 18 scientists 108–109 D-Index: 31 scientists 110–111 D-Index: 19 scientists 112–113 D-Index: 16 scientists 114–115 D-Index: 12 scientists 116–117 D-Index: 20 scientists 118–119 D-Index: 15 scientists 120–121 D-Index: 5 scientists 122–123 D-Index: 20 scientists 124–125 D-Index: 8 scientists 126–127 D-Index: 5 scientists 128–129 D-Index: 7 scientists 130 D-Index: 3 scientists 131+ D-Index: 98 scientists
30–31 D-Index 131+

This scientist: 44 D-Index — 48th percentile

48% of scientists in this discipline score the same or lower.

The last bar groups every scientist with 131 D-Index or more.

View D-Index distribution as a table
Number of Computer Science scientists by D-index, Research.com 2026 ranking edition. Based on 14,188 ranked scientists.
D-Index Scientists This scientist
30–31 879
32–33 983
34–35 918
36–37 990
38–39 968
40–41 907
42–43 821
44–45 763 44
46–47 689
48–49 543
50–51 543
52–53 518
54–55 500
56–57 458
58–59 400
60–61 337
62–63 308
64–65 292
66–67 249
68–69 213
70–71 192
72–73 189
74–75 165
76–77 139
78–79 119
80–81 121
82–83 113
84–85 88
86–87 87
88–89 75
90–91 69
92–93 57
94–95 46
96–97 38
98–99 34
100–101 36
102–103 27
104–105 37
106–107 18
108–109 31
110–111 19
112–113 16
114–115 12
116–117 20
118–119 15
120–121 5
122–123 20
124–125 8
126–127 5
128–129 7
130 3
131+ 98
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Overview

Simo Särkkä is a researcher affiliated with Aalto University in Finland, focusing on fields spanning Computer Science and Engineering. Their research contributions encompass a significant number of publications addressing topics in Artificial Intelligence, Control and Systems Engineering, and Radiology, Nuclear Medicine and Imaging.

The main topics covered by Särkkä's work include:

  • Target Tracking and Data Fusion in Sensor Networks
  • Gaussian Processes and Bayesian Inference
  • Control Systems and Identification
  • Fault Detection and Control Systems
  • Advanced Control Systems Optimization
  • Medical Imaging Techniques and Applications
  • Advanced X-ray and CT Imaging

Särkkä has authored several research papers published in well-known venues. Some notable publications include:

  • "Sensors and AI Techniques for Situational Awareness in Autonomous Ships: A Review", 2020, IEEE Transactions on Intelligent Transportation Systems
  • "Early oxygen levels contribute to brain injury in extremely preterm infants", 2021, Pediatric Research
  • "Machine Learning Methods for Neonatal Mortality and Morbidity Classification", 2020, IEEE Access
  • "Uncertainty-Aware Deep Learning Methods for Robust Diabetic Retinopathy Classification", 2022, IEEE Access
  • "Kalman-based Spectro-Temporal ECG Analysis using Deep Convolutional Networks for Atrial Fibrillation Detection", 2020, Journal of Signal Processing Systems

The frequent co-authors collaborating with Särkkä are:

  • Zheng Zhao
  • Adrien Corenflos
  • Ángel F. García-Fernández
  • Toni Karvonen
  • Muhammad F. Emzir

Regarding publication outlets, Särkkä has contributed extensively to venues such as:

  • arXiv (Cornell University)
  • IEEE Transactions on Automatic Control
  • 2022 25th International Conference on Information Fusion (FUSION)
  • IEEE Access
  • IEEE Transactions on Signal Processing

In addition to journal articles, Särkkä has published a book with Cambridge University Press titled Bayesian Filtering and Smoothing (2023), which has been cited in the research community.

Best Publications

  • Recursive Noise Adaptive Kalman Filtering by Variational Bayesian Approximations

    S. Sarkka;A. Nummenmaa

  • On Unscented Kalman Filtering for State Estimation of Continuous-Time Nonlinear Systems

    S. Sarkka

  • Unscented Rauch--Tung--Striebel Smoother

    S. Sarkka

  • Rao-Blackwellized particle filter for multiple target tracking

    Simo Särkkä;Aki Vehtari;Jouko Lampinen

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

    S. Sarkka;A. Solin;J. Hartikainen

  • Kalman filtering and smoothing solutions to temporal Gaussian process regression models

    Jouni Hartikainen;Simo Sarkka

  • Sensors and AI Techniques for Situational Awareness in Autonomous Ships: A Review

    Sarang Thombre;Zheng Zhao;Henrik Ramm-Schmidt;José M. Vallet García

  • A survey of Monte Carlo methods for parameter estimation

    David Luengo;Luca Martino;Luca Martino;Mónica F. Bugallo;Victor Elvira

  • Hilbert space methods for reduced-rank Gaussian process regression

    Arno Solin;Simo Särkkä

  • Recursive outlier-robust filtering and smoothing for nonlinear systems using the multivariate student-t distribution

    Robert Piche;Simo Sarkka;Jouni Hartikainen

  • Recursive Bayesian inference on stochastic differential equations

    Simo Särkkä

  • Applied Stochastic Differential Equations

    Simo Särkkä;Arno Solin

  • Dynamic retrospective filtering of physiological noise in BOLD fMRI: DRIFTER

    Simo Särkkä;Arno Solin;Aapo Nummenmaa;Aapo Nummenmaa;Aki Vehtari

  • Linear operators and stochastic partial differential equations in Gaussian process regression

    Simo Särkkä

  • Posterior Linearization Filter: Principles and Implementation Using Sigma Points

    Ángel F. García-Fernández;Lennart Svensson;Mark R. Morelande;Simo Särkkä

  • Batch Continuous-Time Trajectory Estimation as Exactly Sparse Gaussian Process Regression

    Tim D. Barfoot;Chi Hay Tong;Simo Särkkä

  • Non-linear noise adaptive Kalman filtering via variational Bayes

    Simo Sarkka;Jouni Hartikainen

  • Gaussian filtering and smoothing for continuous-discrete dynamic systems

    Simo SäRkkä;Juha Sarmavuori

  • On Gaussian Optimal Smoothing of Non-Linear State Space Models

    Simo Sarkka;Jouni Hartikainen

  • Phase-Based UHF RFID Tracking With Nonlinear Kalman Filtering and Smoothing

    S. Sarkka;V. V. Viikari;M. Huusko;K. Jaakkola

  • Optimal Filtering with Kalman Filters and Smoothers

    Jouni Hartikainen;Arno Solin;Simo Särkkä

  • Bayesian Filtering and Smoothing: Bayesian filtering equations and exact solutions

    Simo Särkkä

Frequent Co-Authors

Aki Vehtari
Aki Vehtari Aalto University
Juho Kannala
Juho Kannala Aalto University
Janne Heikkilä
Janne Heikkilä University of Oulu
Jiri Matas
Jiri Matas Czech Technical University in Prague
Thomas B. Schön
Thomas B. Schön Uppsala University
Simon J. Godsill
Simon J. Godsill University of Cambridge
Philipp Hennig
Philipp Hennig University of Tübingen
Heikki Haario
Heikki Haario Lappeenranta University of Technology
Luca Martino
Luca Martino King Juan Carlos University
Neil D. Lawrence
Neil D. Lawrence University of Cambridge

External Links

Personal website of Simo Särkkä Google Scholar page

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Best Scientists Citing Simo Särkkä

Thomas B. Schön

Thomas B. Schön

Uppsala University

Publications: 32

Jonathon A. Chambers

Jonathon A. Chambers

Harbin Engineering University

Publications: 21

Simon J. Godsill

Simon J. Godsill

University of Cambridge

Publications: 21

Philipp Hennig

Philipp Hennig

University of Tübingen

Publications: 20

Timothy Sullivan

Timothy Sullivan

University of Canterbury

Publications: 20

Byron Boots

Byron Boots

University of Washington

Publications: 20

Mark Girolami

Mark Girolami

University of Cambridge

Publications: 19

Majdi Mansouri

Majdi Mansouri

Sultan Qaboos University

Publications: 17

Quan Pan

Quan Pan

Northwestern Polytechnical University

Publications: 16

Lyudmila Mihaylova

Lyudmila Mihaylova

University of Sheffield

Publications: 15

Timothy D. Barfoot

Timothy D. Barfoot

University of Toronto

Publications: 15

Biao Huang

Biao Huang

University of Alberta

Publications: 14

Stephen J. Roberts

Stephen J. Roberts

University of Oxford

Publications: 14

Hazem Nounou

Hazem Nounou

Texas A&M University at Qatar

Publications: 14

Fredrik Gustafsson

Fredrik Gustafsson

Linköping University

Publications: 13

Aki Vehtari

Aki Vehtari

Aalto University

Publications: 13

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