| Recognizing human activities user-independently on smartphones based on accelerometer data P Siirtola, J Röning Ijimai 1 (5), 38-45, 2012 | 296 | 2012 |
| Activity recognition using a wrist-worn inertial measurement unit: A case study for industrial assembly lines H Koskimaki, V Huikari, P Siirtola, P Laurinen, J Roning 2009 17th mediterranean conference on control and automation, 401-405, 2009 | 145 | 2009 |
| Efficient accelerometer-based swimming exercise tracking P Siirtola, P Laurinen, J Röning, H Kinnunen 2011 IEEE symposium on computational intelligence and data mining (CIDM …, 2011 | 109 | 2011 |
| Ready-to-use activity recognition for smartphones P Siirtola, J Röning 2013 IEEE Symposium on Computational Intelligence and Data Mining (CIDM), 59-64, 2013 | 97 | 2013 |
| Continuous stress detection using the sensors of commercial smartwatch P Siirtola Adjunct proceedings of the 2019 ACM international joint conference on …, 2019 | 81 | 2019 |
| Assessing real-time cognitive load based on psycho-physiological measures for younger and older adults E Ferreira, D Ferreira, SJ Kim, P Siirtola, J Röning, JF Forlizzi, AK Dey 2014 IEEE Symposium on Computational Intelligence, Cognitive Algorithms …, 2014 | 70 | 2014 |
| Clustering-based activity classification with a wrist-worn accelerometer using basic features P Siirtola, P Laurinen, E Haapalainen, J Roning, H Kinnunen 2009 IEEE Symposium on Computational Intelligence and Data Mining, 95-100, 2009 | 52 | 2009 |
| Personalizing human activity recognition models using incremental learning P Siirtola, H Koskimäki, J Röning The 26th European Symposium on Artificial Neural Networks, Computational …, 2018 | 49 | 2018 |
| Myogym: introducing an open gym data set for activity recognition collected using myo armband H Koskimäki, P Siirtola, J Röning Proceedings of the 2017 ACM international joint conference on pervasive and …, 2017 | 47 | 2017 |
| Early detection of migraine attacks based on wearable sensors: experiences of data collection using Empatica E4 H Koskimäki, H Mönttinen, P Siirtola, HL Huttunen, R Halonen, J Röning Proceedings of the 2017 ACM International Joint Conference on Pervasive and …, 2017 | 45 | 2017 |
| Using sleep time data from wearable sensors for early detection of migraine attacks P Siirtola, H Koskimäki, H Mönttinen, J Röning Sensors 18 (5), 1374, 2018 | 42 | 2018 |
| Incremental learning to personalize human activity recognition models: the importance of human AI collaboration P Siirtola, J Röning Sensors 19 (23), 5151, 2019 | 40 | 2019 |
| Feasibility of gamified mobile service aimed at physical activation in young men: population-based randomized controlled study (MOPO) AM Leinonen, R Pyky, R Ahola, M Kangas, P Siirtola, T Luoto, H Enwald, ... JMIR mHealth and uHealth 5 (10), e146, 2017 | 39 | 2017 |
| Improving the classification accuracy of streaming data using SAX similarity features P Siirtola, H Koskimäki, V Huikari, P Laurinen, J Röning Pattern Recognition Letters 32 (13), 1659-1668, 2011 | 37 | 2011 |
| Recognizing gym exercises using acceleration data from wearable sensors H Koskimäki, P Siirtola 2014 IEEE Symposium on Computational Intelligence and Data Mining (CIDM …, 2014 | 34 | 2014 |
| User-independent human activity recognition using a mobile phone: Offline recognition vs. real-time on device recognition P Siirtola, J Röning Distributed Computing and Artificial Intelligence: 9th International …, 2012 | 34 | 2012 |
| Comparison of regression and classification models for user-independent and personal stress detection P Siirtola, J Röning Sensors 20 (16), 4402, 2020 | 33 | 2020 |
| Behavior modeling in industrial assembly lines using a wrist-worn inertial measurement unit H Koskimäki, V Huikari, P Siirtola, J Röning Journal of Ambient Intelligence and Humanized Computing 4, 187-194, 2013 | 22 | 2013 |
| Efficient Algorithm for Calculating Similarity between Trajectories Containing an Increasing Dimension. P Laurinen, P Siirtola, J Röning Artificial Intelligence and Applications, 392-399, 2006 | 21 | 2006 |
| Stressnas: Affect state and stress detection using neural architecture search L Huynh, T Nguyen, T Nguyen, S Pirttikangas, P Siirtola Adjunct Proceedings of the 2021 ACM International Joint Conference on …, 2021 | 20 | 2021 |
Juha RöningProfessor of Embedded Systems, University of OuluVerified email at oulu.fi
