High-Dimensional Distributed Sparse Classification with Scalable Communication-Efficient Global Updates.
Fred LuRyan R. CurtinEdward RaffFrancis FerraroJames HoltPublished in: CoRR (2024)
Keyphrases
- high dimensional
- fully distributed
- high dimensionality
- lightweight
- sparse data
- feature space
- communication overhead
- high dimension
- global knowledge
- cooperative
- communication cost
- spatially distributed
- pattern recognition
- distributed environment
- machine learning
- dimension reduction
- highly scalable
- computer networks
- feature extraction
- distributed control
- peer to peer
- classification accuracy
- scalable distributed
- distributed computation
- training samples
- image classification
- dimensionality reduction
- support vector
- multi agent
- information sharing
- classification method
- classification algorithm
- support vector machine svm
- sparse coding
- communication networks
- low dimensional
- remote sites
- support vector machine
- generalized linear models
- additive models
- single pass
- multi party
- dictionary learning
- similarity search
- model selection
- training set
- decision trees
- feature selection