How to Trust Generative Probabilistic Models for Time-Series Data?
Nico PiatkowskiPeter N. PoschMiguel KrausePublished in: LION (2021)
Keyphrases
- probabilistic model
- generative model
- discriminative models
- graphical models
- bayesian networks
- trust model
- bayesian inference
- trust evaluation
- conditional random fields
- language model
- expectation maximization
- latent variables
- probabilistic modeling
- data analysis
- conditional probabilities
- discriminative learning
- anomaly detection
- virtual communities
- markov networks
- unsupervised learning
- multi agent systems
- pattern discovery
- language modeling
- financial time series
- information retrieval
- trust management
- multivariate time series
- temporal data
- data driven
- data mining
- topic models