CA-SVM: Communication-Avoiding Support Vector Machines on Distributed Systems.
Yang YouJames DemmelKenneth CzechowskiLe SongRichard W. VuducPublished in: IPDPS (2015)
Keyphrases
- distributed systems
- support vector
- large margin classifiers
- learning machines
- fault tolerant
- support vector machine
- distributed environment
- kernel function
- software development environments
- support vectors
- svm classifier
- cellular automata
- kernel methods
- generalization ability
- multi class classification
- fault tolerance
- distributed computing
- logistic regression
- decision function
- maximum margin
- binary classification
- mobile agents
- operating system
- feature selection
- geographically distributed
- hyperplane
- load balancing
- multi class
- radial basis function
- message passing
- support vector machine svm
- soft margin
- ls svm
- concurrent systems
- information exchange
- real time systems
- generalization bounds
- sequential minimal optimization
- svm classification
- data replication
- communication overhead
- loosely coupled
- distributed database systems
- communication cost
- communication protocol
- multiple kernel learning
- rbf kernel
- working set
- knn
- security policies
- high assurance
- structural risk minimization
- svm solvers