Encoding Temporal Markov Dynamics in Graph for Visualizing and Mining Time Series.
Lu LiuZhiguang WangPublished in: AAAI Workshops (2018)
Keyphrases
- temporal association rules
- temporal patterns
- temporal evolution
- temporal characteristics
- multivariate time series
- temporal data
- graph data
- directed acyclic graph
- markov property
- frequent subgraph mining
- temporal sequences
- graph theory
- time stamped
- frequent subgraphs
- subgraph mining
- temporal behavior
- random walk
- knowledge discovery
- graph representation
- spatio temporal
- graph model
- graph patterns
- graph mining
- conditional independence
- association rules
- quasi cliques
- pattern discovery
- temporal information
- pattern mining
- periodic patterns
- spatial and temporal
- sequential patterns
- non stationary
- directed graph
- data mining
- weighted graph
- markov chain
- mining algorithm
- association rule mining
- temporal events
- text mining
- temporal dependencies
- temporal context
- temporal constraints
- frequent patterns
- temporal databases
- data mining tasks
- community discovery
- dynamical systems
- complex networks
- location prediction
- equivalence classes
- structured data
- sequential data
- itemsets
- graph databases
- multivariate time series data
- vector autoregressive