An efficient machine learning approach for extracting eSports players distinguishing features and classifying their skill levels using symbolic transfer entropy and consensus nested cross validation.
Amin NorooziMohammad S. HasanMaryam RavanElham NorouziYing-Ying LawPublished in: CoRR (2024)
Keyphrases
- cross validation
- distinguishing features
- machine learning
- model selection
- skill levels
- variable selection
- hyperparameters
- support vector
- training set
- transfer learning
- cross validated
- generalization error
- information theoretic
- data mining
- learning algorithm
- error estimates
- decision trees
- emerging patterns
- unseen data
- text classification
- sample size
- nearest neighbor classifiers
- support vector machine
- machine learning algorithms
- reinforcement learning
- error estimation
- data structure
- inductive logic programming
- information criterion
- mobile phone