Reproducible evaluation of classification methods in Alzheimer's disease: Framework and application to MRI and PET data.
Jorge Samper-GonzálezNinon BurgosSimona BottaniSabrina FontanellaPascal LuArnaud MarcouxAlexandre RoutierJérémy GuillonMichael BacciJunhao WenAnne BertrandHugo BertinMarie Odile HabertStanley DurrlemanTheodoros EvgeniouOlivier ColliotPublished in: NeuroImage (2018)
Keyphrases
- statistical methods
- classification method
- data reduction
- machine learning methods
- data sources
- data sets
- data representations
- benchmark datasets
- high dimensional data
- large scale data sets
- data mining techniques
- preprocessing
- feature vectors
- decision trees
- medical images
- image data
- data analysis
- training data
- statistical tests
- text classification
- missing values
- training samples
- support vector machine
- feature selection