Feasible assessment of recovery and cardiovascular health: accuracy of nocturnal HR and HRV assessed via ring PPG in comparison to medical grade ECG H Kinnunen, A Rantanen, T Kenttä, H Koskimäki
Physiological measurement 41 (4), 04NT01, 2020
165 2020 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
156 2009 Nocturnal finger skin temperature in menstrual cycle tracking: ambulatory pilot study using a wearable Oura ring A Maijala, H Kinnunen, H Koskimäki, T Jämsä, M Kangas
BMC Women's Health 19, 1-10, 2019
87 2019 Gamified physical activation of young men–a Multidisciplinary Population-Based Randomized Controlled Trial (MOPO study) R Ahola, R Pyky, T Jämsä, M Mäntysaari, H Koskimäki, TM Ikäheimo, ...
BMC public health 13, 1-8, 2013
81 2013 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
58 2017 Personalizing human activity recognition models using incremental learning P Siirtola, H Koskimäki, J Röning
arXiv preprint arXiv:1905.12628, 2019
50 2019 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
50 2018 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
50 2017 How do we sleep: a case study of sleep duration and quality using data from oura ring H Koskimäki, H Kinnunen, T Kurppa, J Röning
Proceedings of the 2018 ACM international joint conference and 2018 …, 2018
39 2018 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
38 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
37 2014 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
23 2013 Two-level clustering approach to training data instance selection: a case study for the steel industry H Koskimaki, I Juutilainen, P Laurinen, J Roning
2008 IEEE International Joint Conference on Neural Networks (IEEE World …, 2008
23 2008 How does sleep tracking influence your life? experiences from a longitudinal field study with a wearable ring E Kuosmanen, A Visuri, S Kheirinejad, N van Berkel, H Koskimäki, ...
Proceedings of the ACM on Human-Computer Interaction 6 (MHCI), 1-19, 2022
21 2022 Application of the Extended HJ Koskimaki, P Laurinen, E Haapalainen, L Tuovinen, J Roning
IEEE Transactions on Industrial Electronics 54 (5), 2823-2830, 2007
21 2007 Methods for classifying spot welding processes: A comparative study of performance E Haapalainen, P Laurinen, H Junno, L Tuovinen, J Röning
Innovations in Applied Artificial Intelligence: 18th International …, 2005
20 2005 Accelerometer vs. electromyogram in activity recognition H Koskimaki, P Siirtola
Ediciones Universidad de Salamanca (EspaÑa), 2016
19 2016 Openhar: A matlab toolbox for easy access to publicly open human activity data sets P Siirtola, H Koskimäki, J Röning
Proceedings of the 2018 ACM international joint conference and 2018 …, 2018
18 2018 User-independent activity recognition for industrial assembly lines-feature vs. instance selection V Huikari, H Koskimäki, P Siirtola, J Röning
5th International Conference on Pervasive Computing and Applications, 307-312, 2010
18 2010 Resistance spot welding process identification using an extended knn method H Junno, P Laurinen, E Haapalainen, L Tuovinen, J Roning
Proceedings of the IEEE International Symposium on Industrial Electronics …, 2005
17 2005 
Pekka SiirtolaPostdoctoral Researcher, Biomimetics and Intelligent Systems Group, University of OuluBestätigte E-Mail-Adresse bei oulu.fi
