A method for machine learning generation of realistic synthetic datasets for validating healthcare applications.
Theodoros N. ArvanitisSean WhiteStuart HarrisonRupert ChaplinGeorge DespotouPublished in: Health Informatics J. (2022)
Keyphrases
- machine learning
- synthetic data
- machine learning methods
- high accuracy
- detection method
- computational cost
- experimental study
- data mining
- input data
- experimental evaluation
- pairwise
- computational complexity
- pattern recognition
- objective function
- synthetic datasets
- dynamic programming
- support vector machine
- similarity measure
- information systems
- image processing
- generation method
- database
- segmentation method
- feature selection
- machine learning algorithms
- model selection
- natural language processing
- supervised learning
- cost function
- real life