An efficient FPGA implementation of Mahalanobis distance-based outlier detection for streaming data.
Yuto AraiShin'ichi WakabayashiShinobu NagayamaMasato InagiPublished in: FPT (2016)
Keyphrases
- streaming data
- fpga implementation
- data streams
- distance based outlier detection
- concept drift
- outlier detection
- hardware implementation
- sliding window
- data distribution
- evolving data streams
- categorical data
- data sets
- incoming data
- neural network
- field programmable gate array
- anomaly detection
- bayesian networks
- decision trees
- change detection
- image processing