Improved climate time series forecasts by machine learning and statistical models coupled with signature method: A case study with El Niño.
Jonathan DerotNozomi SugiuraSangyeob KimShinya KouketsuPublished in: Ecol. Informatics (2024)
Keyphrases
- detection method
- high accuracy
- preprocessing
- statistical model
- prior knowledge
- data mining
- non stationary
- probabilistic model
- significant improvement
- artificial neural networks
- monte carlo simulation
- high precision
- linear model
- autoregressive
- exponential smoothing
- knowledge base
- clustering method
- parameter estimation
- dynamic programming
- cost function
- long term
- pairwise
- objective function
- similarity measure
- support vector machine svm
- model selection
- d objects
- support vector machine
- segmentation method
- statistical methods
- prediction model
- moving average