Finite Sample Guarantees for Distributed Online Parameter Estimation with Communication Costs.
Lei XinGeorge ChiuShreyas SundaramPublished in: CoRR (2022)
Keyphrases
- parameter estimation
- communication cost
- finite sample
- model selection
- sample size
- sensor networks
- maximum likelihood
- least squares
- statistical learning theory
- uniform convergence
- em algorithm
- markov random field
- statistical models
- error bounds
- nearest neighbor
- parameter estimation algorithm
- data distribution
- maximum likelihood estimation
- expectation maximization
- cross validation
- parzen window
- generalization bounds
- wireless sensor networks
- probabilistic model