Efficient penalized generalized linear mixed models for variable selection and genetic risk prediction in high-dimensional data.
Julien St-PierreKarim OualkachaSahir Rai BhatnagarPublished in: Bioinform. (2023)
Keyphrases
- variable selection
- high dimensional data
- high dimensional
- generalized linear
- model selection
- dimension reduction
- cross validation
- dimensionality reduction
- low dimensional
- high dimensionality
- nearest neighbor
- regression model
- similarity search
- data sets
- data points
- data analysis
- high dimensional spaces
- sparse representation
- database
- high dimensional data analysis
- parameter estimation
- statistical models
- linear discriminant analysis
- discriminant analysis
- computer vision
- bayesian framework
- low rank
- random fields
- machine learning
- autoregressive