A robust estimator of mutual information for deep learning interpretability.
Davide PirasHiranya V. PeirisAndrew PontzenLuisa Lucie-SmithNingyuan GuoBrian NordPublished in: Mach. Learn. Sci. Technol. (2023)
Keyphrases
- deep learning
- robust estimator
- mutual information
- robust estimation
- model fitting
- unsupervised learning
- random sampling
- image registration
- deformable surface
- robust statistics
- machine learning
- similarity measure
- feature selection
- least squares
- parameter estimation
- probabilistic model
- image features
- weakly supervised
- supervised learning
- mental models
- medical images
- model selection
- natural images
- expectation maximization
- semi supervised
- feature vectors
- high dimensional
- image sequences
- computer vision