Regression-Based Classification Methods and Their Comparisons with Desision Tree Algorithms.
Mikhail V. KiselevSergei M. AnanyanSergei B. ArsenievPublished in: PKDD (1997)
Keyphrases
- benchmark datasets
- machine learning methods
- computational cost
- machine learning algorithms
- classification method
- methods require
- computationally expensive
- methods outperform
- feature extraction and selection
- optimization methods
- benchmark data sets
- classification trees
- synthetic and real datasets
- significant improvement
- uci machine learning repository
- terms of classification accuracy
- classification systems
- computer vision algorithms
- density estimation
- statistical methods
- bayesian networks
- preprocessing
- classification accuracy
- feature selection
- decision tree algorithms
- decision trees
- pattern recognition
- data sets
- data mining techniques
- support vector machine svm
- data reduction
- cross validation
- instance selection
- image classification
- bayesian methods
- classification schemes
- post hoc
- tree structure