The Distributional Uncertainty of the SHAP score in Explainable Machine Learning.
Santiago CifuentesLeopoldo BertossiNina PardalSergio AbriolaMaria Vanina MartinezMiguel RomeroPublished in: CoRR (2024)
Keyphrases
- machine learning
- handling uncertainty
- machine learning algorithms
- knowledge acquisition
- uncertain data
- pattern recognition
- learning algorithm
- text mining
- natural language processing
- computer vision
- computational biology
- statistical methods
- data mining
- score function
- support vector
- support vector machine
- learning systems
- machine learning methods
- supervised learning
- learning tasks
- learning problems
- information retrieval
- natural language
- inherent uncertainty
- inductive learning
- incomplete information
- unsupervised learning
- model selection
- data sets
- co occurrence
- information extraction