Neural Collective Graphical Models for Estimating Spatio-Temporal Population Flow from Aggregated Data.
Tomoharu IwataHitoshi ShimizuPublished in: AAAI (2019)
Keyphrases
- graphical models
- aggregated data
- spatio temporal
- data storage
- belief propagation
- data warehouse
- approximate inference
- random variables
- probabilistic graphical models
- probabilistic model
- index structure
- probabilistic inference
- bayesian networks
- structure learning
- conditional random fields
- markov networks
- factor graphs
- aggregate data
- conditional independence
- exact inference
- image sequences
- belief networks
- map inference
- flow field
- data management
- machine learning
- statistical inference
- data mining
- multi dimensional
- database systems