Optimizing regression models for data streams with missing values.
Indre ZliobaiteJaakko HollménPublished in: Mach. Learn. (2015)
Keyphrases
- regression model
- missing values
- data streams
- data stream classification
- missing data
- incomplete data
- model selection
- regression methods
- regression analysis
- data imputation
- streaming data
- high dimensional data
- missing data imputation
- multivariate regression
- target variable
- multiple linear regression
- concept drift
- maximum likelihood
- data sets
- data points
- pattern recognition
- explanatory variables
- imputation methods
- outlier detection
- missing information
- exponential family
- cross validation
- intrusion detection
- graphical models
- semi supervised
- feature vectors
- learning algorithm
- machine learning