Empirical Study of Straggler Problem in Parameter Server on Iterative Convergent Distributed Machine Learning.
Benjamin WongPublished in: CoRR (2023)
Keyphrases
- empirical studies
- machine learning
- distributed systems
- empirical analysis
- real world data sets
- uci datasets
- central server
- client server
- multi agent
- network latency
- active learning
- learning systems
- experimental design
- pattern recognition
- remote server
- lightweight
- decision trees
- communication cost
- computing environments
- wide area network
- machine learning algorithms
- learning algorithm
- knowledge acquisition
- computational intelligence
- remote sites
- computer vision
- map reduce
- data mining
- distributed storage
- single point of failure
- parameter values
- fault tolerant
- web server
- learning tasks
- machine learning methods
- supervised learning
- data analysis
- computer science
- cooperative
- artificial intelligence