Clustering Time Series with Nonlinear Dynamics: A Bayesian Non-Parametric and Particle-Based Approach.
Alexander LinYingzhuo ZhangJeremy HengStephen A. AllsopKay M. TyePierre E. JacobDemba E. BaPublished in: AISTATS (2019)
Keyphrases
- nonlinear dynamics
- clustering algorithm
- gaussian processes
- neural network
- k means
- data mining tasks
- unsupervised learning
- clustering method
- data clustering
- hierarchical clustering
- bayesian networks
- data points
- multivariate time series
- cluster analysis
- gaussian process
- multivariate time series data
- streaming time series
- dynamic time warping
- document clustering
- information theoretic
- high dimensional data
- non stationary
- spectral clustering
- maximum likelihood