The Temporal Dictionary Ensemble (TDE) Classifier for Time Series Classification.
Matthew MiddlehurstJames LargeGavin C. CawleyAnthony J. BagnallPublished in: ECML/PKDD (1) (2020)
Keyphrases
- accurate classifiers
- ensemble learning
- multiple classifiers
- training data
- classifier ensemble
- ensemble classifier
- feature selection
- random forests
- final classification
- training set
- learning algorithm
- decision tree classifiers
- individual classifiers
- weak learners
- spatio temporal
- combining classifiers
- linear classifiers
- ensemble methods
- decision trees
- temporal information
- temporal constraints
- neural network
- feature set
- feature space
- ensemble members
- weak classifiers
- temporal reasoning
- random forest
- multiple classifier systems
- temporal data
- base classifiers
- support vector
- spatial and temporal
- training examples
- dynamic time warping
- sparse representation
- bias variance decomposition
- machine learning
- support vector machine
- svm classifier
- training samples
- majority voting
- pruning algorithm
- class labels
- text classification
- prediction accuracy
- binary classification problems
- class probabilities
- classification algorithm
- binary classifiers
- image patches
- combining multiple
- data sets