Simo Särkkä
Impact in
- Artificial Intelligence top 0.2%
- Target Tracking and Data Fusion in Sensor Networks
- Gaussian Processes and Bayesian Inference
- Control and Systems Engineering top 0.5%
- Fault Detection and Control Systems
- Control Systems and Identification
Papers in
-
- Target Tracking and Data Fusion in Sensor Networks 86
- Gaussian Processes and Bayesian Inference 53
-
- Fault Detection and Control Systems 29
- Control Systems and Identification 28
- Co-authors
- Jouni Hartikainen (11 shared papers)Aapo Nummenmaa (3 shared papers)Arno Solin (16 shared papers)Aki Vehtari (9 shared papers)Lennart Svensson (6 shared papers)Jouko Lampinen (5 shared papers)Ángel F. García‐Fernández (12 shared papers)Robert Piché (4 shared papers)
- Journals
- IEEE Transactions on Automatic Control (12 papers)IEEE Transactions on Signal Processing (7 papers)Signal Processing (6 papers)IEEE Signal Processing Letters (3 papers)Statistics and Computing (3 papers)
- Partner nations
- FinlandUnited KingdomSweden
In The Last Decade
Simo Särkkä
169 papers receiving 5.6k citations
Simo Särkkä's Hit Papers
Peers
Comparison fields: 5 of 161
- Artificial Intelligence 3.4k
- Control and Systems Engineering 1.5k
- Aerospace Engineering 1.4k
- Ocean Engineering 582
- Signal Processing 375
Countries citing papers authored by Simo Särkkä
This map shows the geographic impact of Simo Särkkä's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Simo Särkkä with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Simo Särkkä more than expected).
Fields of papers citing papers by Simo Särkkä
This network shows the impact of papers produced by Simo Särkkä. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Simo Särkkä. The network helps show where Simo Särkkä may publish in the future.
Co-authors
The 25 scholars most cited alongside Simo Särkkä, linked wherever they have co-authored with each other. Click a name or a connecting line to browse the papers they share.
All Works
Showing the 20 most-cited of 180 papers — load more, or switch the sort, to bring in the rest.
| # | Work | ||
|---|---|---|---|
| 1 | Bayesian Filtering and Smoothing Hit paper breakdown → | 2013 | 1298 |
| 2 | Recursive Noise Adaptive Kalman Filtering by Variational Bayesian Approximations Hit paper breakdown → | 2009 | 557 |
| 3 | On Unscented Kalman Filtering for State Estimation of Continuous-Time Nonlinear Systems Hit paper breakdown → | 2007 | 422 |
| 4 | 2008 | 237 | |
| 5 | 2005 | 227 | |
| 6 | 2020 | 199 | |
| 7 | 2013 | 162 | |
| 8 | 2012 | 155 | |
| 9 | 2010 | 149 | |
| 10 | Bayesian Filtering and Smoothing Hit paper breakdown → | 2023 | 118 |
| 11 | 2012 | 110 | |
| 12 | 2015 | 100 | |
| 13 | 2013 | 96 | |
| 14 | 2010 | 85 | |
| 15 | 2011 | 85 | |
| 16 | 2012 | 81 | |
| 17 | 2014 | 76 | |
| 18 | 2011 | 70 | |
| 19 | Rao-Blackwellized Monte Carlo Data Association for Multiple Target Tracking | 2004 | 66 |
| 20 | 2015 | 60 |
About Simo Särkkä
Simo Särkkä is a scholar working on Artificial Intelligence, Control and Systems Engineering, Aerospace Engineering, Computer Networks and Communications and Electrical and Electronic Engineering, having authored 180 papers that have together received 5.9k indexed citations. Recurring topics across this work include Target Tracking and Data Fusion in Sensor Networks (86 papers), Gaussian Processes and Bayesian Inference (53 papers), Fault Detection and Control Systems (29 papers), Control Systems and Identification (28 papers), Inertial Sensor and Navigation (16 papers), Distributed Sensor Networks and Detection Algorithms (14 papers), Indoor and Outdoor Localization Technologies (13 papers) and Scientific Research and Discoveries (9 papers). The work is most often cited by research in Artificial Intelligence (3.4k citations), Control and Systems Engineering (1.5k citations), Aerospace Engineering (1.4k citations), Ocean Engineering (582 citations) and Signal Processing (375 citations). Simo Särkkä has collaborated with scholars based in Finland, United Kingdom and Sweden. Frequent co-authors include Jouni Hartikainen, Aapo Nummenmaa, Arno Solin, Aki Vehtari, Lennart Svensson, Jouko Lampinen, Ángel F. García‐Fernández, Robert Piché, Zheng Zhao and Chi Hay Tong. Their work appears in journals such as IEEE Transactions on Automatic Control, IEEE Transactions on Signal Processing, Signal Processing, IEEE Signal Processing Letters and Statistics and Computing.
Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.