Pekka Siirtola
Pekka Siirtola
Postdoctoral Researcher, Biomimetics and Intelligent Systems Group, University of Oulu
Verified email at oulu.fi - Homepage
Title
Cited by
Cited by
Year
Recognizing human activities user-independently on smartphones based on accelerometer data
P Siirtola, J Röning
IJIMAI 1 (5), 38-45, 2012
2262012
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
822009
Ready-to-use activity recognition for smartphones
P Siirtola, J Röning
2013 IEEE Symposium on Computational Intelligence and Data Mining (CIDM), 59-64, 2013
732013
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
652011
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
432009
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
402014
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
35*2011
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, 617-627, 2012
222012
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
202017
Efficient Algorithm for Calculating Similarity between Trajectories Containing an Increasing Dimension.
P Laurinen, P Siirtola, J Röning
Artificial Intelligence and Applications, 392-399, 2006
182006
Personalizing human activity recognition models using incremental learning
P Siirtola, H Koskimäki, J Röning
The 26th European Symposium on Artificial Neural Networks, Computational …, 2018
172018
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
152017
Recognizing gym exercises using acceleration data from wearable sensors
H Koskimäki, P Siirtola
2014 IEEE Symposium on Computational Intelligence and Data Mining (CIDM …, 2014
152014
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
132010
Accelerometer vs. electromyogram in activity recognition
H Koskimaki, P Siirtola
Ediciones Universidad de Salamanca (EspaÑa), 2016
122016
From user-independent to personal human activity recognition models using smartphone sensors
P Siirtola, H Koskimäki, J Röning
European Symposium on Artificial Neural Networks, Computational Intelligence …, 2016
12*2016
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
112018
Summary - Recognizing human activities based on wearable inertial measurements: methods and applications
P Siirtola
International Journal of Artificial Intelligence and Interactive Multimedia …, 2015
11*2015
Recognizing human activities based on wearable inertial measurements: methods and applications
P Siirtola
Doctoral dissertation, Department of Computer Science and Engineering …, 2015
112015
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 (2), 187-194, 2013
112013
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