Mini-batch learning of exponential family finite mixture models.
Hien Duy NguyenFlorence ForbesGeoffrey J. McLachlanPublished in: Stat. Comput. (2020)
Keyphrases
- exponential family
- batch learning
- mixture model
- maximum likelihood
- incremental learning
- em algorithm
- density estimation
- closed form
- statistical models
- missing values
- graphical models
- concept drift
- probability density function
- expectation maximization
- gaussian mixture model
- language model
- probabilistic model
- missing data
- unsupervised learning
- hyperparameters
- image processing
- decision trees
- pattern recognition
- parameter estimation
- computer vision
- supervised learning
- training set