Online Placement and Scaling of Geo-Distributed Machine Learning Jobs via Volume-Discounting Brokerage.
Xiaotong LiRuiting ZhouLei JiaoChuan WuYuhang DengZongpeng LiPublished in: IEEE Trans. Parallel Distributed Syst. (2020)
Keyphrases
- machine learning
- distributed systems
- online learning
- machine learning methods
- cooperative
- distributed environment
- decision trees
- computational grids
- real time
- natural language processing
- pattern recognition
- explanation based learning
- job market
- processing times
- job scheduling
- computer vision
- learning algorithm
- parallel machines
- geographically distributed
- computing environments
- peer to peer
- inductive logic programming
- learning tasks
- knowledge acquisition
- supervised learning
- active learning
- information technology
- lower bound
- feature selection
- data mining