Sync-on-the-fly: A Parallel Framework for Gradient Descent Algorithms on Transient Resources.
Guoyi ZhaoLixin GaoDavid E. IrwinPublished in: IEEE BigData (2018)
Keyphrases
- orders of magnitude
- theoretical analysis
- depth first search
- optimization problems
- data sets
- significant improvement
- parallel hardware
- limited resources
- resource allocation
- theoretical framework
- computationally efficient
- cost function
- data mining techniques
- machine learning algorithms
- worst case
- steady state
- computational complexity
- resource management
- data structure
- learning algorithm
- map reduce
- neural network