Refereed Publications

Please my recent peer reviewed publications below. Due to copyright reasons the original papers can not always be provided. All papers provided for download are technical reports and pre-verisons of the final paper. Please click on the -icon or the official link to download. All publications indexed by ISI Web of Science are marked with *

Editorships

	Co-Editor of a special journal issue on "Forecasting with Neural Networks”, International Journal of Forecasting (IJF), Elsevier, forthcoming 2008	-
	Co-Editor of a special journal issue on "Data Mining”, Annals of Information Systems (AoIS), Springer, forthcoming 2008	-
	Co-Editor of a special journal issue on "Forecasting with Computational Intelligence”, Neurocomputing, Elsevier, forthcoming 2008	-
	Co-Editor of "Advances in Business Forecasting with Artificial Neural Networks", Edited Volume in Springer Series "Advances in Soft Computing", Springer, forthcoming 2008	-
	Co-Editor of the Proceedings of the 2007 International Conference on Data Mining, DMIN’07, CRSEA Press, forthcoming 2007
	Co-Editor of the Proceedings of the 2006 International Conference on Data Mining, DMIN’06, CRSEA Press (available online at: http://www.world-academy-of-science.org/worldcomp06/ws/publications/dmin06/index_html)
	Associate editor of the Proceedings of the 2005 International Conference on Artificial Intelligence, IC-AI’05, CSREA Press
	Associate editor of the Proceedings of the 2004 International Conference on Artificial Intelligence, IC-AI’04, CSREA Press

Journal Publications

	S. Crone, S.  Lessmann, R. Stahlbock (2005) The Impact of Preprocessing on Data Mining: An Evaluation of Support Vector Machines and Artificial Neural Networks, European Journal of Operations Research, Vol. 173, No.3, pp. 781-800 * (official download link: http://dx.doi.org/10.1016/j.ejor.2005.07.023)
	S. Crone (2005) Stepwise Selection of Artificial Neural Network Models for Time Series Prediction, Journal of Intelligent Systems, Vol. 14, No. 2-3, 2005, pp. 99-122
	S. Crone (2003) Künstliche neuronale Netze zur betrieblichen Entscheidungsunterstützung, WISU – Das Wirtschaftsstudium, Vol. 32, No. 4, 2003, pp. 452-458
	R. Fildes, S. Crone, K. Nikolopoulos, A. Sythetos (2007) Forecasting and Operational Research: A Review, invited paper to the Journal of the Operations Research Society, JORS, (under review) *

Conference Proceedings

	S. Crone, R. Dahwan (2007) Forecasting Seasonal Time Series with Neural Networks: A Sensitivity Analysis of Architecture Parameters, Proceedings of the International Joint Conference on Neural Networks, IJCNN’07, Orlando, USA, IEEE: New York, in press *
	S. Crone, S. Pietsch (2007) A Naïve Support Vector Regression Benchmark for the NN3 Forecasting Competition, Proceedings of the International Joint Conference on Neural Networks, IJCNN’07, Orlando, USA, IEEE: New York, in press *
	S. Crone, N. Kourentzes (2007) Input variable selection for time series prediction with neural networks – an evaluation of visual, autocorrelation and spectral analysis for varying seasonality, Proceedings of the 1st European Symposium on Time Series Prediction, ESTSP’07, Helsinki, Finland
	S. Crone, J. Guajardo, R. Weber (2006) A study on the ability of Support Vector Regression and Neural Networks to Forecast Basic Time Series Patterns, Artificial Intelligence In Theory And Practice, Proceedings of the IFIP World Congress in Computation, WCC’06, Santiago, Chile, Vol. 217, Springer: New York, pp.149-158 * (official download link: http://dx.doi.org/10.1007/978-0-387-34747-9_16)
	S. Crone, S. Lessmann, S. Pietsch (2006) Forecasting with Computational Intelligence - An Evaluation of Support Vector Regression and Artificial Neural Networks, Proceedings of the World Congress in Computational Intelligence, WCCI’06, Vancouver, Canada, IEEE: New York *
	S. Lessmann, S. Crone, R. Stahlbock, N. Zacher (2006) An Evaluation of Discrete Support Vector Machines for Cost-Sensitive Learning, Proceedings of the World Congress in Computational Intelligence, WCCI’06, Vancouver, Canada, IEEE: New York *
	S. Lessmann, R. Stahlbock, S. Crone (2006) Genetic Algorithms for Support Vector Machine Model Selection, Proceedings of the World Congress in Computational Intelligence, WCCI’06, Vancouver, Canada, IEEE: New York *
	S. Crone, J. Guajardo, R. Weber (2006) The Impact of Preprocessing on Support Vector Regression and Neural Networks in Time Series Prediction, Proceedings of the International Conference on Data Mining, DMIN’06, Las Vegas, USA, CSREA, pp.37-42 *
	S. Crone, S. Lessmann, S. Pietsch (2006) Parameter Sensitivity of Support Vector Regression and Neural Networks for Forecasting, Proceedings of the International Conference on Data Mining, DMIN’06, Las Vegas, USA, CSREA, pp. 396-402 *
	S. Crone, D. Preßmar (2006) An extended Evaluation Framework for Neural Network Publications in Sales Forecasting, Proceedings of the IASTED International Conference on Applied Artificial Intelligence and Applications, AIA’06, Innsbruck, ACTA Press: Calgary, pp. 179-186*
	S. Crone, S. Lessmann, R. Stahlbock (2005) Utility Based Data Mining for Time Series Analysis - Cost sensitive learning for Neural Network Predictors, Proceedings of the International Workshop on Utility-based Data Mining, ACM Conference on Knowledge Discovery in Data, KDD'05, Chicago, pp. 59-68 *
	R. Stahlbock, S. Crone (2005) Evolutionary Neural Classification for the Evaluation of Retail Stores and Decision Support, Proceedings of the International Joint Conference on Neural Networks, IJCNN’05, Montreal, Canada, IEEE: New York, Vol. 3 , pp. 1499- 1504 *
	S. Lessmann, R. Stahlbock, S. Crone (2005) Genetically constructed kernels for support vector machines, Proceedings of the Conference of the German Operations Research Association, GOR'2005, Bremen
	S. Crone, D. Soopramanien (2005) Predicting Customer Online Shopping Adoption for Market Modelling using Artificial Neural Networks, in: H. Arabnia; R. Joshua; Y. Mun (eds.): Proceedings of the International Conference on Data Mining, DMIN’05, Las Vegas, CSREA Press: Athens, pp. 47- 58 *
	S. Lessmann, R. Stahlbock, S. Crone (2005) Optimizing Hyperparameters of Support Vector Machines by Genetic Algorithms, in: H. Arabnia; R. Joshua; Y. Mun (eds.): Proceedings of the International Conference on Artificial Intelligence, ICAI’05, Las Vegas, CSREA Press: Athens, Vol. 1, pp. 74-80 *
	R. Stahlbock, S. Lessmann, S. Crone (2005) Evolutionary Neural Classification Approaches for Strategic and Operational Decision Support in Retail Store Planning in: H. Arabnia; R. Joshua; Y. Mun (eds.): Proceedings of the International Conference on Artificial Intelligence, ICAI’05, Las Vegas, CSREA Press: Athens, Vol. I, pp. 60-66 *
	S. Crone, H. Kausch, D. Preßmar (2004) Prediction of the CATS benchmark using a Business Forecasting Approach to Multilayer Perceptron Modelling, in: D. Wunsch et al. (eds.): Proceedings of the International Joint Conference on Neural Networks, IJCNN’04, Budapest, Hungary, IEEE: New York, Vol. 4, pp. 2783-2788 *
	S. Crone, S. Lessmann, R. Stahlbock (2004) Empirical Comparison and Evaluation of classifier Performance for data mining in Customer Relationship Management, in: D. Wunsch et al. (eds.): Proceedings of the International Joint Conference on Neural Networks, IJCNN’04, Budapest, Hungary, IEEE: New York, Vol. 1, pp. 443-448*
	S. Crone (2004) A Business Forecasting Competition Approach to Modelling Artificial Neural Networks for Time Series Prediction, in: H. Arabnia; R. Joshua; Y.Mun (eds.): Proceedings of the International Conference on Artificial Intelligence, IC-AI’04, Las Vegas, CSREA Press: Athens, Vol.1, pp. 207-213 *
	S. Crone, P. Grafeille (2004) An Evaluation Framework for Publications on Artificial Neural Networks in Sales Forecasting, in: H. Arabnia; R. Joshua; Y. Mun (eds.): Proceedings of the International Conference on Artificial Intelligence, IC-AI’04, Las Vegas, CSREA Press: Athens, Vol.1, pp. 221-227 *
	S. Crone (2003) Prediction of White Noise Time Series using Artificial Neural Networks and Asymmetric Cost Functions, in: D. Wunsch, M. Hasselmo, K. Venayagamoorthy, D. Wang (eds.): Proceedings of the International Joint Conference on Neural Networks, IJCNN’03, Portland, July 20-24 2003, IEEE: New York, Vol. 4, pp.2460-2465 *
	S. Crone (2002) Artificial Neural Networks for Time Series Prediction - a novel Approach to Inventory Management using Asymmetric Cost Functions, in: H. Arabnia; R. Joshua; Y. Mun (eds.): Proceedings of the International Conference on Artificial Intelligence, IC-AI’03, Las Vegas, June 23-26 2003, CSREA Press: Athens, Vol 1, pp. 193-199 *
	S. Crone (2002) Training Artificial Neural Networks using Asymmetric Cost Functions, in: L. Wang; J.C. Rajapakse, K. Fukushima, S.-Y. Lee, X. Yao (eds.): Computational Intelligence for the E-Age, Proceedings of the International Conference on Neural Information Processing, ICONIP’02 2002, Singapore, IEEE: New York, Vol.5, pp.2374-2380 *

Book Chapters

	S. Crone, S. Lessmann, R. Stahlbock (2005) Support Vector Machines versus Artificial Neural Networks - new potential in Data Mining for Customer Relationship Management?, in: D. Wang (ed.): Neural Network Applications in Information Technology and Web Engineering, Sarawak, Malaysia
	S. Crone (2003) Forecasting in Inventory Management using Artificial Neural Networks – a novel approach through Asymmetric Cost Func-tions, in: J. Geldermann, H. Rommelfanger (eds.): Einsatz von Fuzzy Sets, Neuronalen Netzen und Künstlicher Intelligenz in industrieller Produktion und Umweltforschung, 2003, VDI: Düsseldorf

Other Media

Working Papers