Evaluating the Explainable AI Method Grad-CAM for Breath Classification on Newborn Time Series Data.
Camelia OpreaMike GrüneMateusz BuglowskiLena OlivierThorsten OrlikowskyStefan KowalewskiMark SchobererAndré StollenwerkPublished in: CoRR (2024)
Keyphrases
- classification method
- preprocessing
- support vector machine
- feature set
- classification accuracy
- machine learning
- benchmark data sets
- pattern recognition
- pattern classification
- machine learning methods
- computational cost
- support vector machine svm
- image classification
- high accuracy
- significant improvement
- classification scheme
- high precision
- computational complexity
- support vector
- cross validation
- clustering method
- ordinal data
- training samples
- edge detection
- cost function
- pairwise
- similarity measure
- unsupervised learning
- model selection
- text classification
- feature vectors
- training process
- roc curve
- feature selection
- classification rate
- training phase
- artificial intelligence