| 2022 | PERCOM | The Impact of Smartphone Usage on Circadian Cycles: A Case Study with Wearable Ring. | Ella Peltonen, Parsa Sharmila, Elina Kuosmanen, Heli Koskimki, Aku Visuri |
| 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 | Personalizing human activity recognition models using incremental learning. | Pekka Siirtola, Heli Koskimki, Juha Rning |
| 2018 | ICAART | Getting More Out of Small Data Sets - Improving the Calibration Performance of Isotonic Regression by Generating More Data. | Tuomo Alasalmi, Heli Koskimki, Jaakko Suutala, 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 |
| 2016 | DCAI | Instance Level Classification Confidence Estimation. | Tuomo Alasalmi, Heli Koskimki, Jaakko Suutala, Juha Rning |
| 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 |
| 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 |
| 2011 | CIDM | Periodic quick test for classifying long-term activities. | Pekka Siirtola, Heli Koskimki, Juha Rning |
| 2010 | ICINCO | Recognizing user Interface Control Gestures from Acceleration Data using Time Series Templates. | Pekka Siirtola, Perttu Laurinen, Heli Koskimki, Juha Rning |
| 2008 | IJCNN | Two-level clustering approach to training data instance selection: A case study for the steel industry. | Heli Koskimki, Ilmari Juutilainen, Perttu Laurinen, Juha Rning |
| 2007 | ICINCO | Detection of the need for a model update in steel manufacturing. | Heli Koskimki, Ilmari Juutilainen, Perttu Laurinen, Juha Rning |