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Professor Nikos Kourentzes

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  1. Chapter (peer-reviewed)
  2. Published

    Impact of demand nature on the bullwhip effect: bridging the gap between theoretical and empirical research

    Trapero, J. R., Garcia, F. P. & Kourentzes, N., 2014, Proceedings of the Seventh International Conference on Management Science and Engineering Management.. Xu, J., Fry, J. A., Lev, B. & Hajiyev, A. (eds.). Berlin: Springer Verlag, p. 1127-1137 11 p. (Lecture Notes in Electrical Engineering; vol. 242).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter (peer-reviewed)

  3. Conference contribution/Paper
  4. Published

    Data driven fitting sample selection for time series forecasting with neural networks

    Kourentzes, N., 2012, The 2012 International Joint Conference on Neural Networks (IJCNN). IEEE, 8 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  5. Published

    Semi-supervised monitoring of electric load time series for unusual patterns

    Kourentzes, N. & Crone, S. F., 2011, The 2011 International Joint Conference on Neural Networks (IJCNN). New York: IEEE, p. 2852-2859 8 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  6. Published

    The impact of preprocessing on forecasting electrical load: an empirical evaluation of segmenting time series into subseries

    Crone, S. F. & Kourentzes, N., 2011, The 2011 International Joint Conference on Neural Networks (IJCNN). New York: IEEE, p. 3285-3292 8 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  7. Published

    Modelling functional outliers for high frequency time series forecasting with neural networks: an empirical evaluation for electricity load data

    Kourentzes, N., 2011, Proceedings of the 2011 International Conference on Data Mining. Stahlbock, R. (ed.). CSREA Press, p. 313-319 7 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  8. Published

    The value of corporate risk management: Is predictive modelling possible?

    Panaretou, A. & Kourentzes, N., 2011, 34th Annual Congress of European Accounting Association, EAA 2011.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  9. Published

    Frequency independent automatic input variable selection for neural networks for forecasting

    Kourentzes, N. & Crone, S. F., 2010, The 2010 International Joint Conference on Neural Networks (IJCNN) . New York: IEEE, p. - 8 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  10. Published

    Naive Support Vector Regression and Multilayer Perceptron Benchmarks for the 2010 Neural Network Grand Competition (NNGC) on Time Series Prediction

    Crone, S. F. & Kourentzes, N., 2010, The 2010 International Joint Conference on Neural Networks (IJCNN). New York: IEEE, p. - 8 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  11. Published

    An Evaluation of Neural Network Ensembles and Model Selection for Time Series Prediction

    Barrow, D. K., Crone, S. F. & Kourentzes, N., 2010, The 2010 International Joint Conference on Neural Networks (IJCNN). New York: IEEE, p. 1-8 8 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  12. Published

    Inference for Neural Network Predictive Models with Impulse Interventions

    Kourentzes, N. & Crone, S., 2010, International Conference on Data Mining (Las Vegas) - 2010. Stahlbock, R., Crone, S. F., Abou-Nasr, M., Arabnia, H. R., Kourentzes, N., Lenca, P., Lippe, W-M. & Weiss, G. M. (eds.). CSREA Press, p. 273-279 7 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  13. Published

    Forecasting seasonal time series with multilayer perceptrons - an empirical evaluation of input vector specifications for deterministic seasonality

    Crone, S. & Kourentzes, N., 2009, Proceedings of The 2009 International Conference on Data Mining, DMIN 2009, July 13-16, 2009, Las Vegas, USA. . Stahlbock, R., Crone, S. F. & Lessmann, S. (eds.). CSREA Press, p. 232-238 7 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  14. Published

    Input-variable Specification for Neural Networks - an Analysis of Forecasting low and high Time Series Frequency

    Crone, S. F. & Kourentzes, N., 2009, International Joint Conference on Neural Networks, 2009. IJCNN 2009.. New York: IEEE, p. 3221-3228 8 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  15. Published

    Automatic modelling of neural networks for time series prediction - in search of a uniform methodology across varying time frequencies

    Kourentzes, N. & Crone, S., 2008, 2nd European Symposium on Time Series Prediction (Helsinki) - 2008. N/A: unknown

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  16. Published

    Forecasting high-frequency time series with neural networks - an analysis of modelling challenges from increasing data frequency

    Crone, S. & Kourentzes, N., 2008, International Conference on Data Mining (Las Vegas) - 2008. Stahlbock, R., Crone, S. F. & Lessmann, S. (eds.). CSREA Press

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  17. Published

    Input variable selection for time series prediction with neural networks- an evaluation of visual, autocorrelation and spectral analysis for varying seasonality

    Crone, S. & Kourentzes, N., 2007, The 1st European Symposium on Time Series Prediction, ESTSP'07 (Helsinki, Finland) - 2007. N/A: unknown

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  18. Conference paper
  19. Published

    Simplifying fitness games for users with learning disabilities, Hawaii International Conference on Systems and Sciences (HICSS) 2017

    Liu, L., Stacey, P., Tarafdar, M. & Kourentzes, N., 4/01/2017.

    Research output: Contribution to conference - Without ISBN/ISSN › Conference paper › peer-review

  20. Doctoral Thesis
  21. Unpublished

    Input variable selection for time series forecasting with artificial neural networks: an empirical evaluation across varying time series frequencies

    Kourentzes, N., 20/11/2009, (Unpublished) Lancaster University. 238 p.

    Research output: Thesis › Doctoral Thesis

  22. Journal article
  23. Published

    Forecast reconciliation: A review

    Athanasopoulos, G., Hyndman, R. J., Kourentzes, N. & Panagiotelis, A., 30/04/2024, In: International Journal of Forecasting. 40, 2, p. 430-456 27 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  24. E-pub ahead of print

    Multi-step Estimators and Shrinkage Effect in Time Series Models

    Svetunkov, I., Kourentzes, N. & Killick, R., 24/06/2023, (E-pub ahead of print) In: Computational Statistics.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  25. Published

    Use of contextual and model-based information in adjusting promotional forecasts

    Sroginis, A., Fildes, R. & Kourentzes, N., 16/06/2023, In: European Journal of Operational Research. 307, 3, p. 1177-1191 15 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  26. Published

    Complex exponential smoothing

    Svetunkov, I., Kourentzes, N. & Ord, J. K., 31/12/2022, In: Naval Research Logistics. 69, 8, p. 1108-1123 16 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  27. Published

    Forecasting Seasonal Sales with Many Drivers: Shrinkage or Dimensionality Reduction?

    Ramos, P., Oliveira, J. M., Kourentzes, N. & Fildes, R., 26/12/2022, In: Applied System Innovation. 6, 1, 3.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  28. Published

    Forecasting: theory and practice

    Petropoulos, F., Apiletti, D., Assimakopoulos, V., Babai, M. Z., Barrow, D. K., Ben Taieb, S., Bergmeir, C., Bessa, R. J., Bijak, J., Boylan, J. E., Browell, J., Carnevale, C., Castle, J. L., Cirillo, P., Clements, M. P., Cordeiro, C., Cyrino Oliveira, F. L., De Baets, S., Dokumentov, A., Ellison, J., & 60 othersFiszeder, P., Franses, P. H., Frazier, D. T., Gilliland, M., Gönül, M. S., Goodwin, P., Grossi, L., Grushka-Cockayne, Y., Guidolin, M., Guidolin, M., Gunter, U., Guo, X., Guseo, R., Harvey, N., Hendry, D. F., Hollyman, R., Januschowski, T., Jeon, J., Jose, V. R. R., Kang, Y., Koehler, A. B., Kolassa, S., Kourentzes, N., Leva, S., Li, F., Litsiou, K., Makridakis, S., Martin, G. M., Martinez, A. B., Meeran, S., Modis, T., Nikolopoulos, K., Önkal, D., Paccagnini, A., Panagiotelis, A., Panapakidis, I., Pavía, J. M., Pedio, M., Pedregal, D. J., Pinson, P., Ramos, P., Rapach, D. E., Reade, J. J., Rostami-Tabar, B., Rubaszek, M., Sermpinis, G., Shang, H. L., Spiliotis, E., Syntetos, A. A., Talagala, P. D., Talagala, T. S., Tashman, L., Thomakos, D., Thorarinsdottir, T., Todini, E., Trapero Arenas, J. R., Wang, X., Winkler, R. L., Yusupova, A. & Ziel, F., 1/07/2022, In: International Journal of Forecasting. 38, 3, p. 705-871 167 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  29. Published

    Stochastic coherency in forecast reconciliation

    Pritularga, K., Svetunkov, I. & Kourentzes, N., 31/10/2021, In: International Journal of Production Economics. 240, 14 p., 108221.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  30. Published

    Elucidate structure in intermittent demand series

    Kourentzes, N. & Athanasopoulos, G., 1/01/2021, In: European Journal of Operational Research. 288, 1, p. 141-152 12 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

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