Exact Diffusion for Distributed Optimization and Learning - Part I: Algorithm Development.
Kun YuanBicheng YingXiaochuan ZhaoAli H. SayedPublished in: IEEE Trans. Signal Process. (2019)
Keyphrases
- learning algorithm
- optimization algorithm
- incremental learning
- objective function
- cost function
- learning speed
- computational complexity
- constrained optimization
- learning process
- k means
- worst case
- distributed learning
- dynamic programming
- np hard
- linear programming
- search space
- stochastic gradient
- exact solution
- optimization model
- expectation maximization
- brute force
- multi robot
- anisotropic diffusion
- convergence rate
- global optimization
- learning tasks
- combinatorial optimization
- optimization method
- distributed systems
- probabilistic model
- active learning
- preprocessing
- optimal solution
- similarity measure