Home > Research > Publications & Outputs
  1. 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/ISSNConference contribution/Paperpeer-review

  2. Published

    Artificial neural networks for time series prediction - A novel approach to inventory management using asymmetric cost functions

    Crone, S., 2003, Proceedings of the International Conference on Artificial Intelligence, IC-AI '03, June 23 - 26, 2003, Las Vegas, Nevada, USA. Athens: CSREA Press, Vol. 1. p. 193-199 7 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNChapter

  3. Published

    Utility based data mining for time series analysis - Cost sensitive learning for neural network predictors

    Crone, S., Lessmann, S. & Stahlbock, R., 2005, Proceedings of the International Workshop on Utility-based Data Mining, ACM Conference on Knowledge Discovery in Data, KDD'05 (Chicago, USA) 2005. N/A: unknown, p. 59-68 10 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNConference contribution/Paperpeer-review

  4. Published

    Predicting customer online shopping adoption - an evaluation of data mining and market modelling approaches

    Crone, S. & Soopramanien, D. G. R., 2005, Proceedings of The 2005 International Conference on Data Mining, DMIN 2005, Las Vegas, Nevada, USA. Athens: CSREA Press, p. 47-58 12 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNChapter

  5. 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/ISSNConference contribution/Paperpeer-review

  6. Published

    Stepwise selection of artificial neural network models for time series prediction

    Crone, S., 2005, In: Journal of Intelligent Systems. 14, 2-3, p. 99-122 24 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  7. 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/ISSNConference contribution/Paperpeer-review

  8. Published

    Support vector machines versus artificial neural networks - new potential in data mining for customer relationship management?

    Crone, S., Lessmann, S. & Stahlbock, R., 2005, Neural Network Applications in Information Technology and Web Engineering. Malaysia: Borneo Publishing, p. 80-93 14 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNChapter

  9. 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/ISSNConference contribution/Paperpeer-review

  10. 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/ISSNConference contribution/Paperpeer-review

  11. Published

    Training artificial neural networks for time series prediction using asymmetric cost functions

    Crone, S., 2002, Proceedings of the 9th International Conference on neural information processing, 2002. ICONIP '02. N/A: IEEE Computer Society Press, Vol. 5. p. 2374- 2380 7 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNChapter

  12. Published

    Empirical comparison and evaluation of classifier performance for data mining in customer relationship management

    Crone, S., Lessmann, S. & Stahlbock, R., 2004, Proceedings of the IEEE International Joint Conference on Neural Networks, IJCNN'04 Budapest, Hungary. N/A: IEEE Computer Society Press, Vol. 1. p. 43-48 6 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNChapter

  13. 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/ISSNConference contribution/Paperpeer-review

  14. Published

    A business forecasting competition approach to modeling artificial neural networks for time series prediction

    Crone, S., 2004, Proceedings of the International Conference on Artificial Intelligence, IC-AI '04, June 21-24, 2004, Las Vegas, Nevada, USA. Athens: CSREA Press, Vol. 1. p. 207-213 7 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNChapter

  15. Published

    Forecasting in inventory management using artificial neural networks - a novel approach through asymmetric cost functions

    Crone, S., 2003, Einsatz von Fuzzy Sets, Neuronalen Netzen und Kunstlicher Intelligenz in industrieller Produktion und Umweltforschung. Dusseldorf: VDI

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNChapter

  16. 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/ISSNConference contribution/Paperpeer-review

  17. 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/MagazineJournal articlepeer-review

  18. 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/ISSNConference contribution/Paperpeer-review

  19. Published

    Prediction of the CATS benchmark using a business forecasting approach to multilayer perceptron modelling

    Crone, S., Kausch, H. & Prebmar, D., 2004, Proceedings of the IEEE International Joint Conference on Neural Networks, IJCNN'04 Budapest, Hungary. N/A: IEEE Computer Society Press, Vol. 4. p. 2783-2788 6 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNChapter

  20. 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/ISSNConference contribution/Paperpeer-review

  21. 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/ISSNConference contribution/Paperpeer-review

  22. 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/MagazineJournal articlepeer-review

  23. Published

    An evaluation framework for publications on artificial neural networks in sales forecasting

    Crone, S. & Grafeille, P. C., 2004, Proceedings of the International Conference on Artificial Intelligence, IC-AI '04, June 21-24, 2004, Las Vegas, Nevada, USA. Athens: CSREA Press, Vol. 1. p. 221-227 7 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNChapter

  24. 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/MagazineJournal articlepeer-review

  25. 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/ProceedingsBook

Back to top