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Dr Sven Crone

Lecturer, Director

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  1. 2019
  2. Published

    Automatic time series analysis for electric load forecasting via support vector regression

    Maldonado, S., González, A. & Crone, S., 1/10/2019, In: Applied Soft Computing Journal. 83, 9 p., 105616.

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

  3. 2016

  4. Feature selection of autoregressive Neural Network inputs for trend Time Series Forecasting

    Crone, S. F. & Häger, S., 31/10/2016, 2016 International Joint Conference on Neural Networks, IJCNN 2016. Institute of Electrical and Electronics Engineers Inc., p. 1515-1522 8 p. 7727378. (Proceedings of the International Joint Conference on Neural Networks; vol. 2016-October).

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

  5. Meta-learning with neural networks and landmarking for forecasting model selection an empirical evaluation of different feature sets applied to industry data

    Kuck, M., Crone, S. F. & Freitag, M., 31/10/2016, 2016 International Joint Conference on Neural Networks, IJCNN 2016. Institute of Electrical and Electronics Engineers Inc., p. 1499-1506 8 p. 7727376. (Proceedings of the International Joint Conference on Neural Networks; vol. 2016-October).

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

  6. Published

    A comparison of AdaBoost algorithms for time series forecast combination

    Barrow, D. K. & Crone, S. F. W. M., 1/10/2016, In: International Journal of Forecasting. 32, 4, p. 1103-1119 17 p.

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

  7. Published

    Cross-validation aggregation for combining autoregressive neural network forecasts

    Barrow, D. K. & Crone, S. F. W. M., 1/10/2016, In: International Journal of Forecasting. 32, 4, p. 1120-1137 18 p.

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

  8. Published

    The effect of data preprocessing on a retail price optimization system

    Kunz, T. P., Crone, S. F. W. M. & Meissner, J., 04/2016, In: Decision Support Systems. 84, p. 16-27 12 p.

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

  9. 2015
  10. Published

    The impact of practitioner business rules on the optimality of a static retail revenue management system

    Kunz, T. P. & Crone, S. F. W. M., 06/2015, In: Journal of Revenue and Pricing Management. 14, 3, p. 198-210 13 p.

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

  11. 2014

  12. Predicting exchange rates with sentiment indicators: An empirical evaluation using text mining and multilayer perceptrons

    Crone, S. F. & Koeppel, C., 14/10/2014, 2014 IEEE Conference on Computational Intelligence for Financial Engineering and Economics, CIFEr Proceedings. Serguieva, A., Maringer, D., Palade, V. & Almeida, R. J. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 114-121 8 p. 6924062. (IEEE/IAFE Conference on Computational Intelligence for Financial Engineering, Proceedings (CIFEr)).

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

  13. Published

    Corrigendum to "Advances in forecasting with neural networks? Empirical evidence from the NN3 competition on time series prediction" [Int. J. Forecast. 27 (2011) 635-660] 10.1016/j.ijforecast.2011.04.001.

    Crone, S. F., Hibon, M. & Nikolopoulos, K., 1/10/2014, In: International Journal of Forecasting. 30, 4, p. 1138 1 p.

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

  14. Published

    Neural network ensemble operators for time series forecasting

    Kourentzes, N., Barrow, D. & Crone, S., 07/2014, In: Expert Systems with Applications. 41, 9, p. 4235-4244 10 p.

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

  15. Demand models for the static retail price optimization problem-A Revenue Management perspective

    Kunz, T. P. & Crone, S. F., 4/05/2014, 4th Student Conference on Operational Research, SCOR 2014. Schloss Dagstuhl- Leibniz-Zentrum fur Informatik GmbH, Dagstuhl Publishing, p. 101-125 25 p. (OpenAccess Series in Informatics; vol. 37).

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

  16. 2013
  17. Published

    Forecasting foreign exchange rates using Support Vector Regression

    Bahramy, F. & Crone, S. F., 28/10/2013, 2013 IEEE Conference on Computational Intelligence for Financial Engineering & Economics (CIFEr). IEEE, p. 34-41 8 p. 6611694. (Proceedings of the 2013 IEEE Conference on Computational Intelligence for Financial Engineering and Economics, CIFEr 2013 - 2013 IEEE Symposium Series on Computational Intelligence, SSCI 2013).

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

  18. Crogging (cross-validation aggregation) for forecasting - A novel algorithm of neural network ensembles on time series subsamples

    Barrow, D. K. & Crone, S. F., 9/08/2013, 2013 International Joint Conference on Neural Networks, IJCNN 2013. IEEE, 6706740. (Proceedings of the International Joint Conference on Neural Networks).

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

  19. Multivariate k-nearest neighbour regression for time series data - A novel algorithm for forecasting UK electricity demand

    Al-Qahtani, F. H. & Crone, S. F., 9/08/2013, 2013 International Joint Conference on Neural Networks, IJCNN 2013. IEEE, 8 p. 6706742. (Proceedings of the International Joint Conference on Neural Networks).

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

  20. 2012
  21. Published

    Supply Chain Forecasting: Best Practices & Benchmarking Study

    Weller, M. & Crone, S. F., 1/11/2012, Lancaster: Lancaster Centre for Forecasting. 43 p.

    Research output: Book/Report/Proceedings › Other report

  22. Published

    Instance sampling in credit scoring: An empirical study of sample size and balancing

    Crone, S. F. & Finlay, S., 01/2012, In: International Journal of Forecasting. 28, 1, p. 224-238 15 p.

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

  23. Published

    How to boost for time series? An empirical evaluation of forecasting accuracy for meta-parameter choices in boosting

    Barrow, D. & Crone, S., 2012.

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

  24. 2011
  25. Published

    Advances in forecasting with neural networks? Empirical evidence from the NN3 competition on time series prediction

    Crone, S. F., Hibon, M. & Nikolopoulos, K., 07/2011, In: International Journal of Forecasting. 27, 3, p. 635-660 26 p.

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

  26. Published

    Dynamic Model Selection and Combination in Forecasting: an Empirical Evaluation of Bagging and Boosting

    Barrow, D. & Crone, S., 2011.

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

  27. 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

  28. Published

    Simultane Bedarfsprognose und Warendisposition mit künstlichen Neuronalen Netzen: Fachbeitrag GOR Dissertationspreis 2009

    Crone, S., 2011, In: OR News. 38 , p. 13-17 5 p.

    Research output: Contribution to Journal/Magazine › Journal article

  29. 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

  30. 2010
  31. Published

    Feature selection for time series prediction - A combined filter and wrapper approach for neural networks

    Crone, S. F. & Kourentzes, N., 06/2010, In: Neurocomputing. 73, 10-12, p. 1923-1936 14 p.

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

  32. Published

    Neuronale Netze zur Prognose und Disposition im Handel: Doktorarbeit, eingereicht an der Universität Hamburg

    Crone, S., 03/2010, Frankfurt a.M.: Gabler.

    Research output: Book/Report/Proceedings › Book

  33. Published

    Advances in forecasting with artificial neural networks

    Kourentzes, N. & Crone, S., 2010, Lancaster University: The Department of Management Science, (Management Science Working Paper Series).

    Research output: Working paper

  34. 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

  35. 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

  36. 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

  37. Published

    Modelling Deterministic Seasonality with Artificial Neural Networks for Time Series Forecasting

    Kourentzes, N. & Crone, S., 2010, Lancaster University: The Department of Management Science, (Management Science Working Paper Series).

    Research output: Working paper

  38. 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

  39. Published

    Proceedings of the 2010 International Conference on Data Mining

    Stahlbock, R. (ed.), Crone, S. (ed.), Abou-Nasr, M. (ed.), Arabnia, H. R. (ed.), Kourentzes, N. (ed.), Lenca, P. (ed.), Lippe, W-M. (ed.) & Weiss, G. M. (ed.), 2010, CSREA Press.

    Research output: Book/Report/Proceedings › Proceedings

  40. 2009
  41. Published

    Data mining and information systems - Quo Vadis?

    Stahlbock, R., Lessmann, S. & Crone, S., 2009, In: Annals of Information Systems. 8, XIII, p. 1-18 18 p.

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

  42. 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

  43. 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

  44. Published

    Mining the past to forecast the future: comments

    Crone, S., 2009, In: International Journal of Forecasting. 25, 3, p. 456–460 5 p.

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

  45. 2008
  46. Published

    Forecasting and Operational Research: A Review

    Fildes, R. A., Nikolopoulos, K., Crone, S. & Syntetos, A., 09/2008, In: Journal of the Operational Research Society. 59, 9, p. 1150-1172 23 p.

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

  47. 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

  48. 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

  49. Published

    Proceedings of the 2008 International Conference on Data Mining, DMIN 2008: Foreword

    Stahlbock, R., Lessmann, S., Crone, S. F., Lenca, P., Weiss, G. M. & Lippe, W. M., 2008, Proceedings of The 2008 International Conference on Data Mining, DMIN 2008, July 14-17, 2008, Las Vegas, USA, 2 Volumes. . Stahlbock, R., Crone, S. F. & Lessmann, S. (eds.). CSREA Press

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Foreword/postscript

  50. 2007
  51. Published

    A naïve support vector regression benchmark for the NN3 forecasting competition

    Crone, S. & Pietsch, S., 2007, Proceedings of the International Joint Conference on Neural Networks, IJCNN'07 (Orlando, USA) - 2007. N/A: IEEE Computer Society Press

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

  52. Published

    Forecasting seasonal time series with neural networks: a sensitivity analysis of architecture parameters

    Crone, S. & Dahwan, R., 2007, Proceedings of the International Joint Conference on Neural Networks, IJCNN'07 (Orlando, USA) - 2007. N/A: IEEE Computer Society Press

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

  53. 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

  54. 2006
  55. Published

    A study on the ability of support vector regression and neural networks to forecast basic time series patterns

    Crone, S., Guajardo, J. & Weber, R., 2006, Artificial Intelligence in Theory and Practice, Proceedings of the IFIP World Congress in Computation, WCC'06 (Santiago, Chile) - 2006, Springer: New York, Vol. 217, pp.149-158. Berlin: Springer

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

  56. Published

    An evaluation of discrete support vector machines for cost-sensitive learning

    Lessmann, S., Crone, S., Stahlbock, R. & Zacher, N., 2006, Proceedings of the World Congress in Computational Intelligence, WCCT06 (Vancouver, Canada) - 2006, IEEE: New York. N/A: IEEE Computer Society Press

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

  57. Published

    An extended evaluation framework for neural network publications in sales forecasting

    Crone, S. & Prebmar, D., 2006, Proceedings of the International Conference on Applied Artificial Intelligence, AIA'06 (Innsbruck, Austria) - 2006, ACTA Press: Calgary, pp.179-186. N/A: unknown

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

  58. Published

    Forecasting with computational intelligence - An evaluation of support vector regression and artificial neural networks

    Crone, S., Lessmann, S. & Pietsch, S., 2006, Proceedings of the World Congress in Computational Intelligence, WCCT06 (Vancouver, Canada) - 2006, IEEE: New York. N/A: IEEE Computer Society Press

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

  59. Published

    Genetic algorithms for support vector machine model selection

    Lessmann, S., Stahlbock, R. & Crone, S., 2006, Proceedings of the World Congress in Computational Intelligence, WCCT06 (Vancouver, Canada) - 2006, IEEE: New York. N/A: IEEE Computer Society Press

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

  60. Published

    Parameter sensitivity of support vector regression and neural networks for forecasting

    Crone, S., Lessmann, S. & Pietsch, S., 2006, Proceedings of the International Conference on Data Mining DMIN'06 (Las Vegas, USA) 2006, CSREA, pp.396-402. Athens: CSREA Press

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

  61. Published

    The impact of preprocessing on data mining: an evaluation of classifier sensitivity in direct marketing

    Crone, S., Lessmann, S. & Stahlbock, R., 2006, In: European Journal of Operational Research. 173, 3, p. 781-800 20 p.

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

  62. Published

    The impact of preprocessing on support vector regression and neural networks in time series prediction

    Crone, S., Guajardo, J. & Weber, R., 2006, Proceedings of the International Conference on Data Mining DMIN'06 (Las Vegas, USA) 2006, CSREA, pp.37-42. N/A: unknown, p. 37-42 6 p.

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

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