Intelligible models for classification and regression.
Yin LouRich CaruanaJohannes GehrkePublished in: KDD (2012)
Keyphrases
- model selection
- classification models
- pattern classification
- classification accuracy
- machine learning algorithms
- decision trees
- regression method
- pattern recognition
- regression problems
- linear regression
- statistical models
- classification and regression problems
- machine learning methods
- regression model
- supervised learning
- target variable
- support vector machine
- multiple regression
- support vector
- feature space
- linear models
- automatic classification
- machine learning
- classification and regression trees
- models built
- regression trees
- machine learning approaches
- training samples
- high dimensional
- hidden markov models
- probabilistic model
- classification rules
- least squares
- svm classifier
- benchmark datasets
- unsupervised learning