MINTY: Rule-based models that minimize the need for imputing features with missing values.
Lena StempfleFredrik D. JohanssonPublished in: AISTATS (2024)
Keyphrases
- missing values
- incomplete data
- feature values
- missing data
- exponential family
- missing data imputation
- data imputation
- feature set
- incomplete data sets
- high dimensional data
- prior knowledge
- data cleaning
- imputation methods
- learning algorithm
- model selection
- probabilistic model
- unseen data
- machine learning algorithms
- dimensionality reduction
- statistical models
- principal component analysis
- feature space
- data analysis
- pattern recognition