Dr Nikolaos Kourentzes
PhD in Management Science, Lancaster University
Topic: Input variable selection for time series forecasting with artificial neural networks - an empirical evaluation across varying time series frequencies.
MSc in Operational Research, Lancaster Univeristy
BSc in Management, Athens University of Economics and Business
Lecturer
Department
Management Science
Current Teaching
MSCI 581: Introduction to Marketing Analytics and Management Science
MSCI 582: Marketing Analysis and Modelling
MSCI 381: Demand Forecasting and Revenue Management
Publications
- Fildes Robert and Kourentzes N, 2011, 'Validation and forecasting accuracy in models of climate change', International Journal of Forecasting
View details - Trapero Arenas J R, Kourentzes N and Fildes Robert, 2010, 'Impact of Information Exchange on Supplier
Forecasting Performance', Management Science Working Paper Series
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View PDF - Fildes Robert and Kourentzes N, 2010, 'Validation in models of climate change and forecasting accuracy', Management Science Working Paper Series
View details | View PDF - Kourentzes N and Crone S, 2010, 'Frequency independent automatic input variable selection for neural networks for forecasting', International Joint Conference on Neural Networks (Barcelona) - 2010
View details - Barrow D, Crone S and Kourentzes N, 2010, 'An evaluation of neural network ensembles and model selection for time series prediction', International Joint Conference on Neural Networks (Barcelona) - 2010
View details - Crone S and Kourentzes N, 2010, 'Naïve support vector regression and mutlilayer perceptron benchmarks for the 2010 neural network grand competition (NNGC) on time series prediction', International Joint Conference on Neural Networks (Barcelona) - 2010
View details - Kourentzes N and Crone S, 2010, 'Advances in forecasting with artificial neural networks', Management Science Working Paper Series
View details | View PDF - Kourentzes N and Crone S, 2010, 'Modelling Deterministic Seasonality with Artificial Neural Networks for Time Series Forecasting', Management Science Working Paper Series
View details | View PDF - Crone S and Kourentzes N, 2009, 'Input-variable specification for neural networks - an analysis of forecasting low and high time series frequency', International Joint Conference on Neural Networks (Atlanta) - 2009
View details - Crone S and Kourentzes N, 2009, 'Forecasting seasonal time series with multilayer perceptrons - an empirical evaluation of input vector specifications for deterministic seasonality', International Conference on Data Mining (Las Vegas) - 2009
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