Optimisation-free density estimation and classification with quantum circuits.
Vladimir Vargas-CalderónFabio A. GonzálezHerbert Vinck-PosadaPublished in: Quantum Mach. Intell. (2022)
Keyphrases
- density estimation
- mixture model
- parzen window
- probability density
- probability density function
- outlier detection
- mixture modeling
- density function
- pattern recognition
- density estimators
- kernel density estimation
- nonparametric density estimation
- quantum computing
- decision trees
- multivariate gaussian distribution
- expectation maximization
- classification accuracy
- probabilistic model
- feature extraction
- machine learning methods
- em algorithm
- support vector machine
- databases