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