Pekka Siirtola

ORCID

Publication Activity (10 Years)

Years Active: 2006-2023
Publications (10 Years): 43

Top Venues

University of Oulu, Finland (PHD)

Education History

University of Oulu, Finland

PHD

Publications

Pekka Siirtola, Juha Röning
Feature Relevance Analysis to Explain Concept Drift - A Case Study in Human Activity Recognition. CoRR (2023)
Pekka Siirtola, Satu Tamminen, Gunjan Chandra, Anusha Ihalapathirana, Juha Röning
Predicting Emotion with Biosignals: A Comparison of Classification and Regression Models for Estimating Valence and Arousal Level Using Wearable Sensors. Sensors 23 (3) (2023)
Kazuya Murao, Yu Enokibori, Hristijan Gjoreski, Paula Lago, Tsuyoshi Okita, Pekka Siirtola, Kei Hiroi, Philipp M. Scholl, Mathias Ciliberto, Kenta Urano
11th International Workshop on Human Activity Sensing Corpus and Applications (HASCA). UbiComp/ISWC Adjunct (2023)
Pekka Siirtola, Juha Röning
Feature Relevance Analysis to Explain Concept Drift - A Case Study in Human Activity Recognition. UbiComp/ISWC Adjunct (2022)
Kazuya Murao, Yu Enokibori, Hristijan Gjoreski, Paula Lago, Tsuyoshi Okita, Pekka Siirtola, Kei Hiroi, Philipp M. Scholl, Mathias Ciliberto, Kenta Urano
10th International Workshop on Human Activity Sensing Corpus and Applications (HASCA). UbiComp/ISWC Adjunct (2022)
Henri Bomström, Elina Annanperä, Markus Kelanti, Yueqiang Xu, Satu-Marja Mäkelä, Milla Immonen, Pekka Siirtola, Anna Teern, Kari Liukkunen, Tero Päivärinta
Digital Twins About Humans - Design Objectives From Three Projects. J. Comput. Inf. Sci. Eng. 22 (5) (2022)
Gunjan Chandra, Pekka Siirtola, Satu Tamminen, Mikael Knip, Riitta Veijola, Juha Röning
Impacts of Data Synthesis: A Metric for Quantifiable Data Standards and Performances. Data 7 (12) (2022)
Lam Huynh, Tri Nguyen, Thu Nguyen, Susanna Pirttikangas, Pekka Siirtola
StressNAS: Affect State and Stress Detection Using Neural Architecture Search. UbiComp/ISWC Adjunct (2021)
Constantino Alvarez Casado, Petteri Paananen, Pekka Siirtola, Susanna Pirttikangas, Miguel Bordallo López
Meditation Detection Using Sensors from Wearable Devices. UbiComp/ISWC Adjunct (2021)
Florian Wolling, Kristof Van Laerhoven, Pekka Siirtola, Juha Röning
PulSync: The Heart Rate Variability as a Unique Fingerprint for the Alignment of Sensor Data Across Multiple Wearable Devices. PerCom Workshops (2021)
Oana Stoicescu, Eija Ferreira, Satu Tamminen, Pekka Siirtola, Gunjan Chandra, Riitta Veijola, Juha Röning
ClinFlow - An Interactive Application for Clinical Data Mining. MIE (2021)
Lam Huynh, Tri Nguyen, Thu Nguyen, Susanna Pirttikangas, Pekka Siirtola
StressNAS: Affect State and Stress Detection Using Neural Architecture Search. CoRR (2021)
Kazuya Murao, Yu Enokibori, Hristijan Gjoreski, Paula Lago, Tsuyoshi Okita, Pekka Siirtola, Kei Hiroi, Philipp M. Scholl, Mathias Ciliberto, Kenta Urano
9th International Workshop on Human Activity Sensing Corpus and Applications (HASCA). UbiComp/ISWC Adjunct (2021)
Pekka Siirtola, Juha Röning
Context-aware incremental learning-based method for personalized human activity recognition. J. Ambient Intell. Humaniz. Comput. 12 (12) (2021)
Kazuya Murao, Yu Enokibori, Hristijan Gjoreski, Paula Lago, Tsuyoshi Okita, Pekka Siirtola, Kei Hiroi, Philipp M. Scholl, Mathias Ciliberto
8th international workshop on human activity sensing corpus and applications (HASCA). UbiComp/ISWC Adjunct (2020)
Pekka Siirtola, Juha Röning
Comparison of Regression and Classification Models for User-Independent and Personal Stress Detection. Sensors 20 (16) (2020)
Pekka Siirtola, Jukka Komulainen, Vili Kellokumpu
Effect of context in swipe gesture-based continuous authentication on smartphones. CoRR (2019)
Pekka Siirtola, Heli Koskimäki, Juha Röning
Importance of user inputs while using incremental learning to personalize human activity recognition models. CoRR (2019)
Pekka Siirtola, Ella Peltonen, Heli Koskimäki, Henna Mönttinen, Juha Röning, Susanna Pirttikangas
Wrist-worn Wearable Sensors to Understand Insides of the Human Body: Data Quality and Quantity. WearSys@MobiSys (2019)
Pekka Siirtola, Heli Koskimäki, Juha Röning
From User-independent to Personal Human Activity Recognition Models Exploiting the Sensors of a Smartphone. CoRR (2019)
Pekka Siirtola, Juha Röning
Incremental Learning to Personalize Human Activity Recognition Models: The Importance of Human AI Collaboration. Sensors 19 (23) (2019)
Kazuya Murao, Yu Enokibori, Hristijan Gjoreski, Paula Lago, Tsuyoshi Okita, Pekka Siirtola, Kei Hiroi, Philipp M. Scholl, Mathias Ciliberto
7th international workshop on human activity sensing corpus and applications (HASCA). UbiComp/ISWC Adjunct (2019)
Pekka Siirtola, Heli Koskimäki, Juha Röning
Importance of user inputs while using incremental learning to personalize human activity recognition models. ESANN (2019)
Pekka Siirtola, Heli Koskimäki, Juha Röning
Personalizing human activity recognition models using incremental learning. CoRR (2019)
Pekka Siirtola
Continuous stress detection using the sensors of commercial smartwatch. UbiComp/ISWC Adjunct (2019)
Pekka Siirtola, Heli Koskimäki, Juha Röning
OpenHAR: A Matlab Toolbox for Easy Access to Publicly Open Human Activity Data Sets. UbiComp/ISWC Adjunct (2018)
Pekka Siirtola, Heli Koskimäki, Juha Röning
Experiences with Publicly Open Human Activity Data Sets - Studying the Generalizability of the Recognition Models. ICPRAM (2018)
Pekka Siirtola, Heli Koskimäki, Henna Mönttinen, Juha Röning
Using Sleep Time Data from Wearable Sensors for Early Detection of Migraine Attacks. Sensors 18 (5) (2018)
Pekka Siirtola, Juha Röning
Revisiting "Recognizing Human Activities User- Independently on Smartphones Based on Accelerometer Data" - What Has Happened Since 2012?. Int. J. Interact. Multim. Artif. Intell. 5 (3) (2018)
Pekka Siirtola, Jukka Komulainen, Vili Kellokumpu
Effect of context in swipe gesture-based continuous authentication on smartphones. ESANN (2018)
Kazuya Murao, Yu Enokibori, Hristijan Gjoreski, Paula Lago, Tsuyoshi Okita, Pekka Siirtola, Kei Hiroi, Philipp M. Scholl
6th International Workshop on Human Activity Sensing Corpus and Applications (HASCA). UbiComp/ISWC Adjunct (2018)
Pekka Siirtola, Heli Koskimäki, Juha Röning
Personalizing human activity recognition models using incremental learning. ESANN (2018)
Xiaoli Liu, Satu Tamminen, Xiang Su, Pekka Siirtola, Juha Röning, Jukka Riekki, Jussi Kiljander, Juha-Pekka Soininen
Enhancing Veracity of IoT Generated Big Data in Decision Making. PerCom Workshops (2018)
Heli Koskimäki, Pekka Siirtola, Juha Röning
MyoGym: introducing an open gym data set for activity recognition collected using myo armband. UbiComp/ISWC Adjunct (2017)
Heli Koskimäki, Pekka Siirtola, Eino Keskitalo, Lauri Tuovinen, Tim Luoto, Riikka Ahola, Riitta Pyky, Raija Korpelainen, Timo Jämsä, Hannu I. Heikkinen, Juha Röning
Computer game and wearable sensors based approach to promote physical activity for young men. UbiComp/ISWC Adjunct (2017)
Heli Koskimäki, Henna Mönttinen, Pekka Siirtola, Hanna-Leena Huttunen, Raija Halonen, Juha Röning
Early detection of migraine attacks based on wearable sensors: experiences of data collection using Empatica E4. UbiComp/ISWC Adjunct (2017)
Pekka Siirtola, Heli Koskimäki, Juha Röning
From User-independent to Personal Human Activity Recognition Models Using Smartphone Sensors. ESANN (2016)
Pekka Siirtola, Juha Röning
Reducing Uncertainty in User-independent Activity Recognition - A Sensor Fusion-based Approach. ICPRAM (2016)
Pekka Siirtola, Heli Koskimäki, Juha Röning
Personal models for eHealth - improving user-dependent human activity recognition models using noise injection. SSCI (2016)
Heli Koskimäki, Pekka Siirtola
Adaptive model fusion for wearable sensors based human activity recognition. FUSION (2016)
Heli Koskimäki, Pekka Siirtola
Recognizing Unseen Gym Activities from Streaming Data - Accelerometer Vs. Electromyogram. DCAI (2016)
Lauri Tuovinen, Riikka Ahola, Maarit Kangas, Raija Korpelainen, Pekka Siirtola, Tim Luoto, Riitta Pyky, Juha Röning, Timo Jämsä
Software Design Principles for Digital Behavior Change Interventions - Lessons Learned from the MOPO Study. HEALTHINF (2016)
Heli Koskimäki, Pekka Siirtola
Model update in wearable sensors based human activity recognition. SSCI (2016)
Pekka Siirtola
Recognizing Human Activities Based on Wearable Inertial Measurements - Methods and Applications. Int. J. Interact. Multim. Artif. Intell. 3 (3) (2015)
Heli Koskimäki, Pekka Siirtola
Recognizing gym exercises using acceleration data from wearable sensors. CIDM (2014)
Pekka Siirtola, Riitta Pyky, Riikka Ahola, Heli Koskimäki, Timo Jämsä, Raija Korpelainen, Juha Röning
Detecting and profiling sedentary young men using machine learning algorithms. CIDM (2014)
Pekka Siirtola, Juha Röning
Ready-to-use activity recognition for smartphones. CIDM (2013)
Heli Koskimäki, Ville Huikari, Pekka Siirtola, Juha Röning
Behavior modeling in industrial assembly lines using a wrist-worn inertial measurement unit. J. Ambient Intell. Humaniz. Comput. 4 (2) (2013)
Pekka Siirtola, Juha Röning
Recognizing Human Activities User-independently on Smartphones Based on Accelerometer Data. Int. J. Interact. Multim. Artif. Intell. 1 (5) (2012)
Pekka Siirtola, Juha Röning
User-Independent Human Activity Recognition Using a Mobile Phone: Offline Recognition vs. Real-Time on Device Recognition. DCAI (2012)
Pekka Siirtola, Heli Koskimäki, Juha Röning
Periodic quick test for classifying long-term activities. CIDM (2011)
Pekka Siirtola, Perttu Laurinen, Juha Röning, Hannu Kinnunen
Efficient accelerometer-based swimming exercise tracking. CIDM (2011)
Trang Thuy Vu, Akifumi Sokan, Hironori Nakajo, Kaori Fujinami, Jaakko Suutala, Pekka Siirtola, Tuomo Alasalmi, Ari Pitkänen, Juha Röning
Feature Selection and Activity Recognition to Detect Water Waste from Water Tap Usage. RTCSA (2) (2011)
Trang Thuy Vu, Akifumi Sokan, Hironori Nakajo, Kaori Fujinami, Jaakko Suutala, Pekka Siirtola, Tuomo Alasalmi, Ari Pitkänen, Juha Röning
Detecting water waste activities for water-efficient living. UbiComp (2011)
Pekka Siirtola, Heli Koskimäki, Ville Huikari, Perttu Laurinen, Juha Röning
Improving the classification accuracy of streaming data using SAX similarity features. Pattern Recognit. Lett. 32 (13) (2011)
Pekka Siirtola, Perttu Laurinen, Heli Koskimäki, Juha Röning
Recognizing user Interface Control Gestures from Acceleration Data using Time Series Templates. ICINCO (3) (2010)
Pekka Siirtola, Perttu Laurinen, Eija Haapalainen, Juha Röning, Hannu Kinnunen
Clustering-based activity classification with a wrist-worn accelerometer using basic features. CIDM (2009)
Pekka Siirtola, Perttu Laurinen, Juha Röning
Mining an optimal prototype from a periodic time series: An evolutionary computation-based approach. IEEE Congress on Evolutionary Computation (2009)
Eija Haapalainen, Perttu Laurinen, Pekka Siirtola, Juha Röning, Hannu Kinnunen, Heidi Jurvelin
Exercise energy expenditure estimation based on acceleration data using the linear mixed model. IRI (2008)
Pekka Siirtola, Perttu Laurinen, Juha Röning
A Weighted Distance Measure for Calculating the Similarity of Sparsely Distributed Trajectories. ICMLA (2008)
Perttu Laurinen, Pekka Siirtola, Juha Röning
Efficient Algorithm for Calculating Similarity between Trajectories Containing an Increasing Dimension. Artificial Intelligence and Applications (2006)

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Publication Activity (10 Years)

Top Topics

Top Venues

Pekka Siirtola