Monitoring the shape of weather, soundscapes, and dynamical systems: a new statistic for dimension-driven data analysis on large datasets.
Henry KvingeElin FarnellMichael KirbyChris PetersonPublished in: IEEE BigData (2018)
Keyphrases
- dynamical systems
- data analysis
- differential equations
- nonlinear dynamical systems
- qualitative simulation
- dynamic systems
- phase space
- control theory
- linear systems
- shape model
- state space
- shape descriptors
- shape features
- predictive state representations
- dynamical behavior
- machine learning
- qualitative differential equations
- data mining
- partially observable
- agent environment
- nonlinear dynamics
- dynamical models
- partially observable markov decision processes
- spatio temporal
- discrete dynamical systems
- image sequences