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/ISSN › Chapter

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/ISSN › Chapter

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/ISSN › Chapter

Prediction of white noise time series using artificial neural networks and asymmetric cost functions

Crone, S., 2003, Proceedings of the IEEE International Joint Conference on Neural Networks, 2003. N/A: IEEE Computer Society Press, Vol. 4. p. 2460-2465 6 p.

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

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/ISSN › Chapter

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/ISSN › Chapter

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/ISSN › Chapter

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/ISSN › Chapter

Evolutionary neural classification approaches for strategic and operational decision support in retail store planning

Stahlbock, R., Lessmann, S. & Crone, S., 2005, Proceedings of the 2005 International Conference on Artificial Intelligence, ICAI 2005, Las Vegas, Nevada, USA. Athens: CSREA Press, Vol. 1. p. 60-66 7 p.

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

Evolutionary neural classification for the evaluation of retail stores and decision support

Stahlbock, R. & Crone, S., 2005, Proceedings of the IEEE International Joint Conference on Neural Networks, IJCNN'05, (Montreal, Canada) - 2005 IEEE: New York, Vol. 3, pp.1499-1504. N/A: unknown, p. 1499-1504 6 p.

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

Genetically constructed kernels for support vector machines

Lessmann, S., Stahlbock, R. & Crone, S., 2005, Proceedings of the Conference of the German Operations Research Association, GOR'05 (Bremen) 2005. N/A: unknown

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

Optimizing hyperparameters of support vector machines by genetic algorithms

Lessmann, S., Stahlbock, R. & Crone, S., 2005, Proceedings of the 2005 International Conference on Artificial Intelligence, ICAI 2005, Las Vegas, Nevada, USA. Athens: CSREA Press, Vol. 1. p. 74-82 9 p.

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

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/ISSN › Chapter

Proceedings of the 2005 International Conference on Data Mining, DMIN'05: Foreword

Abachi, H., Arabnia, H. R., Asif, N., Badie, K., Chung, P. T., Crone, S. F., Daimi, K., Demetriou, G. A., Guo, G., Hashemi, R. R., He, Z., Holmes, D. E., Ji, X., Joshua, R., Kato, H., Kitts, B., Li, K. C., Mahmoudi, M. T., Mun, Y., Puttagunta, V., & 12 othersRocha, J., Rodriguez, A. R., Saraee, M., Scime, A., Seriai, A. D., Stahlbock, R., Sun, J., Swiniarski, R. W., Vasikarla, S., Wu, Y. F. B., Zhang, C. & Zhang, X., 2005, Proceedings of The 2005 International Conference on Data Mining, DMIN 2005, Las Vegas, Nevada, USA, June 20-23, 2005.. CSREA Press, (Proceedings of the 2005 International Conference on Data Mining, DMIN'05).

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

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/ISSN › Chapter

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/ISSN › Conference contribution/Paper › peer-review

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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