Low-latency multi-threaded ensemble learning for dynamic big data streams.
Diego MarronEduard AyguadéJosé R. HerreroJesse ReadAlbert BifetPublished in: IEEE BigData (2017)
Keyphrases
- big data
- ensemble learning
- low latency
- stream processing
- real time
- cloud computing
- data processing
- generalization ability
- data analysis
- ensemble methods
- virtual machine
- random forest
- data streams
- data center
- knowledge discovery
- business intelligence
- sliding window
- data management
- highly efficient
- ensemble classifier
- data sets
- base classifiers
- concept drift
- relational databases
- streaming data
- continuous queries
- information systems
- database