Hierarchical Probabilistic Forecasting of Electricity Demand With Smart Meter Data
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Publication:5857119
DOI10.1080/01621459.2020.1736081zbMath1457.62286OpenAlexW3008226355MaRDI QIDQ5857119
Souhaib Ben Taieb, Rob Hyndman, James W. Taylor
Publication date: 30 March 2021
Published in: Journal of the American Statistical Association (Search for Journal in Brave)
Full work available at URL: https://ora.ox.ac.uk/objects/uuid:477f64e2-ed9e-471d-93aa-beeebb6061f0
Inference from stochastic processes and prediction (62M20) Time series, auto-correlation, regression, etc. in statistics (GARCH) (62M10) Applications of statistics in engineering and industry; control charts (62P30)
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Cites Work
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- Optimal combination forecasts for hierarchical time series
- Making and Evaluating Point Forecasts
- A distribution-free approach to inducing rank correlation among input variables
- Risk aggregation with empirical margins: Latin hypercubes, empirical copulas, and convergence of sum distributions
- On the distributional transform, Sklar's theorem, and the empirical copula process
- Fast computation of reconciled forecasts for hierarchical and grouped time series
- Copula based hierarchical risk aggregation through sample reordering
- On the distribution of sums of random variables with copula-induced dependence
- Comparing Density Forecasts Using Threshold- and Quantile-Weighted Scoring Rules
- Forecasting Time Series With Complex Seasonal Patterns Using Exponential Smoothing
- Using Conditional Kernel Density Estimation for Wind Power Density Forecasting
- Modeling and Forecasting Daily Electricity Load Curves: A Hybrid Approach
- Optimal Forecast Reconciliation for Hierarchical and Grouped Time Series Through Trace Minimization
- Probabilistic Weather Forecasting for Winter Road Maintenance
- Modeling Longitudinal Data Using a Pair-Copula Decomposition of Serial Dependence
- Probabilistic Forecasts, Calibration and Sharpness
- Uncertainty quantification in complex simulation models using ensemble copula coupling