Treeffuser: Probabilistic Predictions via Conditional Diffusions with Gradient-Boosted Trees.
Nicolas Beltran-VelezAlessandro Antonio GrandeAchille NazaretAlp KucukelbirDavid M. BleiPublished in: CoRR (2024)
Keyphrases
- decision trees
- conditional probabilities
- probabilistic model
- generative model
- neural network
- bayesian networks
- random field model
- uncertain data
- tree models
- posterior probability
- social networks
- data sets
- anisotropic diffusion
- random forests
- tree structures
- probabilistic logic
- tree structure
- compact representations
- decision stumps
- conditionally independent