A two-step estimation method for grouped data with connections to the extended growth curve model and partial least squares regression.
Ying LiPeter UdénDietrich von RosenPublished in: J. Multivar. Anal. (2015)
Keyphrases
- estimation process
- input data
- mathematical model
- prior knowledge
- test data
- partial least squares regression
- statistical model
- experimental data
- theoretical analysis
- synthetic data
- statistical methods
- predictive model
- estimation algorithm
- cost function
- data structure
- monte carlo simulation
- parameter estimation
- linear model
- objective function
- maximum likelihood estimation
- data analysis
- data sets
- prior information
- fitting method
- probabilistic model
- prediction model
- dimensional vector
- noisy data
- kalman filter
- training data
- similarity measure
- growth model
- em algorithm
- pairwise
- neural network
- graph representation
- feature selection
- bayesian framework
- data points
- probability distribution
- parametric models
- b spline
- model fitting
- regression analysis
- autoregressive
- missing values
- regression model
- missing data
- training samples
- model selection
- data mining techniques
- feature space