KOMPOS: Connecting Causal Knots in Large Nonlinear Time Series with Non-Parametric Regression Splines.
Georgios KoutroulisLeo BotlerBelgin MutluKonrad DiwoldKay RömerRoman KernPublished in: ACM Trans. Intell. Syst. Technol. (2021)
Keyphrases
- b spline
- granger causality
- cubic spline
- gaussian processes
- simple linear
- multivariate time series
- multi variate
- locally linear
- semi parametric
- regression model
- causal relationships
- generalized linear
- gaussian process
- regression algorithm
- impulse response
- nonlinear regression
- non stationary
- regression problems
- dynamic time warping
- causal reasoning
- nonlinear functions
- linear regression
- bayesian networks
- reproducing kernel hilbert space
- least squares
- curve fitting
- functional connectivity
- highly nonlinear
- regression method
- causal models
- directed acyclic graph
- support vector regression
- model selection
- moving average
- regression methods
- data mining
- regression function
- autoregressive
- electricity consumption
- support vector
- mercer kernels