An Automated Forecasting Framework based on Method Recommendation for Seasonal Time Series.
André BauerMarwin ZüfleJohannes GrohmannNorbert SchmittNikolas HerbstSamuel KounevPublished in: ICPE (2020)
Keyphrases
- main contribution
- high accuracy
- significant improvement
- probabilistic model
- detection method
- high precision
- forecasting accuracy
- objective function
- short term
- artificial neural networks
- temporal abstractions
- computational cost
- bp neural network
- dynamic time warping
- weather forecasting
- multivariate time series
- exponential smoothing
- neural network
- clustering method
- feature set
- support vector machine
- dynamic programming
- cost function
- prior knowledge
- preprocessing
- computational complexity
- similarity measure