The Temporal Dictionary Ensemble (TDE) Classifier for Time Series Classification.
Matthew MiddlehurstJames LargeGavin C. CawleyAnthony J. BagnallPublished in: CoRR (2021)
Keyphrases
- accurate classifiers
- ensemble learning
- training data
- classifier ensemble
- multiple classifiers
- ensemble classifier
- final classification
- training set
- individual classifiers
- learning algorithm
- decision tree classifiers
- feature selection
- weak learners
- temporal data
- spatio temporal
- spatial and temporal
- temporal information
- temporal reasoning
- neural network
- multiple classifier systems
- bias variance decomposition
- support vector
- feature set
- training samples
- random forest
- classification algorithm
- random forests
- decision trees
- combining classifiers
- sparse representation
- classifier combination
- pruning algorithm
- ensemble methods
- majority voting
- base classifiers
- temporal constraints
- linear classifiers
- ensemble members
- binary classification problems
- class probabilities
- text classifiers
- decision forest
- weak classifiers
- supervised learning
- temporal patterns