33 citations · 62 across the 7 of their papers we have counts for
4 papers · 1 filter
Personalizing human activity recognition models using incremental learning
Pekka Siirtola, Heli Koskimäki, Juha Röning
In this study, the aim is to personalize inertial sensor data-based human activity recognition models using incremental learning. At first, the recognition is based on user-indepen…
From User-independent to Personal Human Activity Recognition Models Exploiting the Sensors of a Smartphone
Pekka Siirtola, Heli Koskimäki, Juha Röning
In this study, a novel method to obtain user-dependent human activity recognition models unobtrusively by exploiting the sensors of a smartphone is presented. The recognition consi…
Effect of context in swipe gesture-based continuous authentication on smartphones
Pekka Siirtola, Jukka Komulainen, Vili Kellokumpu
This work investigates how context should be taken into account when performing continuous authentication of a smartphone user based on touchscreen and accelerometer readings extra…
Importance of user inputs while using incremental learning to personalize human activity recognition models
Pekka Siirtola, Heli Koskimäki, Juha Röning
In this study, importance of user inputs is studied in the context of personalizing human activity recognition models using incremental learning. Inertial sensor data from three bo…