Evaluation of classification methods for the prediction of hospital length of stay using medicare claims data.
Dimitrios ZikosKonstantinos TsiakasFadiah QudahVassilis AthitsosFillia MakedonPublished in: PETRA (2014)
Keyphrases
- machine learning methods
- data sets
- data reduction
- data mining techniques
- neural networks and support vector machines
- data collection
- database
- statistical methods
- data mining methods
- data analysis
- missing values
- classification method
- statistical analysis
- preprocessing
- benchmark datasets
- training data
- dimensionality reduction methods
- predictive model
- spectral clustering
- data sources
- bayesian methods
- classification systems
- high dimensional data
- data structure
- noisy data
- data quality
- stored data
- evaluation methods
- learning algorithm
- classification models
- knowledge discovery
- feature selection
- machine learning algorithms
- support vector machine svm