A Robust Machine Learning Approach for Path Loss Prediction in 5G Networks with Nested Cross Validation.
Ibrahim YaziciEmre GuresPublished in: WINCOM (2023)
Keyphrases
- cross validation
- model selection
- machine learning
- support vector
- hyperparameters
- variable selection
- cross validated
- training set
- generalization error
- regression problems
- roc analysis
- error estimates
- ls svm
- inductive learning
- regularization parameter
- prediction accuracy
- prediction model
- active learning
- regression model
- machine learning algorithms
- data mining
- learning algorithm
- unseen data
- support vector machine
- gaussian process
- random sampling
- statistical inference
- decision trees
- least squares support vector machine
- machine learning methods
- database
- learning problems