12 citations · 12 across the 2 of their papers we have counts for
2 papers
cs.LG2023
Feature Relevance Analysis to Explain Concept Drift -- A Case Study in Human Activity Recognition
Pekka Siirtola, Juha Röning
This article studies how to detect and explain concept drift. Human activity recognition is used as a case study together with a online batch learning situation where the quality o…
cs.LG2019★ 12 cited
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…