Detecting Changes in Unlabeled Data Streams Using Martingale.
Shen-Shyang HoHarry WechslerPublished in: IJCAI (2007)
Keyphrases
- data streams
- change detection
- sliding window
- high dimensional data streams
- sensor networks
- active learning
- streaming data
- detecting outliers
- concept drift
- continuous data streams
- data points
- stream data
- data sets
- database systems
- stream processing
- outlier detection
- training examples
- semi supervised learning
- prior knowledge
- training data
- learning algorithm
- automatic detection
- unlabeled data
- unsupervised learning
- data processing
- limited memory
- incoming data
- multiple data streams
- distributed data streams
- high level declarative
- real time