Fix your classifier: the marginal value of training the last weight layer.
Elad HofferItay HubaraDaniel SoudryPublished in: CoRR (2018)
Keyphrases
- training process
- training set
- training examples
- training samples
- training data
- classifier training
- classification method
- supervised training
- training phase
- fully labeled
- classification algorithm
- multi layer perceptron
- labeled training data
- decision trees
- training procedure
- training set size
- classification scheme
- test set
- supervised learning
- multi layer
- feature selection and classifier
- classification performances
- text classifiers
- neural network
- avoid overfitting
- feature selection
- support vector
- support vector machine
- multiple classifiers
- feature set
- classification process
- image classification
- training algorithm
- class labels
- classifier ensemble
- application layer
- hidden nodes
- learning stage
- linear classifiers
- training dataset
- data sets
- svm classifier