Souhaib Ben Taieb

A gradient boosting approach to the Kaggle load forecasting competition

Souhaib Ben Taieb, Rob J. Hyndman · International Journal of Forecasting · 2013 · 284 citations

Forecasting Methodology, Engineering, Machine Learning +12

Multiple-output modeling for multi-step-ahead time series forecasting

Souhaib Ben Taieb, Antti Sorjamaa, Gianluca Bontempi · Neurocomputing · 2010 · 246 citations

Forecasting Methodology, Quantitative Management, Engineering +5

Forecasting Uncertainty in Electricity Smart Meter Data by Boosting Additive Quantile Regression

Souhaib Ben Taieb, Raphaël Huser, Rob J. Hyndman et al. · IEEE Transactions on Smart Grid · 2016 · 179 citations

Engineering, Data Science, Uncertainty Quantification +17

A Bias and Variance Analysis for Multistep-Ahead Time Series Forecasting

Souhaib Ben Taieb, Amir F. Atiya · IEEE Transactions on Neural Networks and Learning Systems · 2015 · 175 citations

Forecasting Methodology, Engineering, Business Analytics +16

Hierarchical Probabilistic Forecasting of Electricity Demand With Smart Meter Data

Souhaib Ben Taieb, James W. Taylor, Rob J. Hyndman · Journal of the American Statistical Association · 2020 · 125 citations · Full text

Forecasting Methodology, Engineering, Inherent Uncertainty +18