| 2024 | ESANN | Influence of Data Characteristics on Machine Learning Classification Performance and Stability of SHapley Additive exPlanations. | Anusha Ihalapathirana, Gunjan Chandra, Piia Lavikainen, Pekka Siirtola, Satu Tamminen, Nirzor Talukder, Janne Martikainen, Juha Rning |
| 2024 | HIC | 12th International Workshop on Human Activity Sensing Corpus and Applications (HASCA). | Kazuya Murao, Yu Enokibori, Hristijan Gjoreski, Paula Lago, Tsuyoshi Okita, Pekka Siirtola, Kei Hiroi, Philipp M. Scholl, Mathias Ciliberto, Kenta Urano, Marius Bock |
| 2021 | PERCOM | PulSync: The Heart Rate Variability as a Unique Fingerprint for the Alignment of Sensor Data Across Multiple Wearable Devices. | Florian Wolling, Kristof Van Laerhoven, Pekka Siirtola, Juha Rning |
| 2019 | ESANN | Importance of user inputs while using incremental learning to personalize human activity recognition models. | Pekka Siirtola, Heli Koskimki, Juha Rning |
| 2019 | Mobisys | Wrist-worn Wearable Sensors to Understand Insides of the Human Body: Data Quality and Quantity. | Pekka Siirtola, Ella Peltonen, Heli Koskimki, Henna Mnttinen, Juha Rning, Susanna Pirttikangas |
| 2018 | ESANN | Effect of context in swipe gesture-based continuous authentication on smartphones. | Pekka Siirtola, Jukka Komulainen, Vili Kellokumpu |
| 2018 | ESANN | Personalizing human activity recognition models using incremental learning. | Pekka Siirtola, Heli Koskimki, Juha Rning |
| 2018 | ICPRAM | Experiences with Publicly Open Human Activity Data Sets - Studying the Generalizability of the Recognition Models. | Pekka Siirtola, Heli Koskimki, Juha Rning |
| 2018 | PERCOM | Enhancing Veracity of IoT Generated Big Data in Decision Making. | Xiaoli Liu, Satu Tamminen, Xiang Su, Pekka Siirtola, Juha Rning, Jukka Riekki, Jussi Kiljander, Juha-Pekka Soininen |
| 2016 | DCAI | Recognizing Unseen Gym Activities from Streaming Data - Accelerometer Vs. Electromyogram. | Heli Koskimki, Pekka Siirtola |
| 2016 | ESANN | From User-independent to Personal Human Activity Recognition Models Using Smartphone Sensors. | Pekka Siirtola, Heli Koskimki, Juha Rning |
| 2016 | FUSION | Adaptive model fusion for wearable sensors based human activity recognition. | Heli Koskimki, Pekka Siirtola |
| 2016 | ICPRAM | Reducing Uncertainty in User-independent Activity Recognition - A Sensor Fusion-based Approach. | Pekka Siirtola, Juha Rning |
| 2014 | CIDM | Recognizing gym exercises using acceleration data from wearable sensors. | Heli Koskimki, Pekka Siirtola |
| 2014 | CIDM | Detecting and profiling sedentary young men using machine learning algorithms. | Pekka Siirtola, Riitta Pyky, Riikka Ahola, Heli Koskimki, Timo Jms, Raija Korpelainen, Juha Rning |
| 2013 | CIDM | Ready-to-use activity recognition for smartphones. | Pekka Siirtola, Juha Rning |
| 2012 | DCAI | User-Independent Human Activity Recognition Using a Mobile Phone: Offline Recognition vs. Real-Time on Device Recognition. | Pekka Siirtola, Juha Rning |
| 2011 | CIDM | Periodic quick test for classifying long-term activities. | Pekka Siirtola, Heli Koskimki, Juha Rning |
| 2011 | CIDM | Efficient accelerometer-based swimming exercise tracking. | Pekka Siirtola, Perttu Laurinen, Juha Rning, Hannu Kinnunen |
| 2011 | RTCSA | Feature Selection and Activity Recognition to Detect Water Waste from Water Tap Usage. | Trang Thuy Vu, Akifumi Sokan, Hironori Nakajo, Kaori Fujinami, Jaakko Suutala, Pekka Siirtola, Tuomo Alasalmi, Ari Pitknen, Juha Rning |
| 2010 | ICINCO | Recognizing user Interface Control Gestures from Acceleration Data using Time Series Templates. | Pekka Siirtola, Perttu Laurinen, Heli Koskimki, Juha Rning |
| 2009 | CEC | Mining an optimal prototype from a periodic time series: An evolutionary computation-based approach. | Pekka Siirtola, Perttu Laurinen, Juha Rning |
| 2009 | CIDM | Clustering-based activity classification with a wrist-worn accelerometer using basic features. | Pekka Siirtola, Perttu Laurinen, Eija Haapalainen, Juha Rning, Hannu Kinnunen |
| 2008 | ICMLA | A Weighted Distance Measure for Calculating the Similarity of Sparsely Distributed Trajectories. | Pekka Siirtola, Perttu Laurinen, Juha Rning |
| 2008 | IRI | Exercise energy expenditure estimation based on acceleration data using the linear mixed model. | Eija Haapalainen, Perttu Laurinen, Pekka Siirtola, Juha Rning, Hannu Kinnunen, Heidi Jurvelin |