CaloMan: Fast generation of calorimeter showers with density estimation on learned manifolds.
Jesse C. CresswellBrendan Leigh RossGabriel Loaiza-GanemHumberto Reyes-GonzálezMarco LetiziaAnthony L. CateriniPublished in: CoRR (2022)
Keyphrases
- density estimation
- mixture model
- probability density
- probability density function
- density function
- mixture modeling
- em algorithm
- outlier detection
- manifold learning
- multivariate gaussian distribution
- density estimators
- parzen window
- expectation maximization
- kernel density estimation
- euclidean space
- exponential family
- density estimates
- high dimensional
- pairwise
- training data
- information retrieval
- nonparametric density estimation
- databases
- gaussian mixture model
- data sets
- clustering algorithm