A Lightweight Concept Drift Detection Method for On-Device Learning on Resource-Limited Edge Devices.
Takeya YamadaHiroki MatsutaniPublished in: IPDPS Workshops (2023)
Keyphrases
- lightweight
- detection method
- concept drift
- resource limited
- detection algorithm
- learning algorithm
- drifting concepts
- batch learning
- face detection
- mobile devices
- handheld devices
- communication infrastructure
- data sets
- text classification
- nearest neighbor
- active learning
- power consumption
- change detection
- incremental learning
- embedded systems
- rfid tags
- data streams
- data structure