Items where Author is "Crone, S"

Journal Article

Crone, S (2011) Simultane Bedarfsprognose und Warendisposition mit künstlichen Neuronalen Netzen : Fachbeitrag GOR Dissertationspreis 2009. OR News, 38. pp. 13-17.

Stahlbock, R and Lessmann, S and Crone, S (2009) Data mining and information systems - Quo Vadis? Annals of Information Systems, 8 (XIII). pp. 1-18.

Crone, S (2009) Mining the past to forecast the future: comments. International Journal of Forecasting, 25 (3). 456–460.

Fildes, R A and Nikolopoulos, K and Crone, S and Syntetos, A (2008) Forecasting and Operational Research : A Review. Journal of the Operational Research Society, 59 (9). pp. 1150-1172. ISSN 1476-9360

Fildes, R A and Nikolopoulos, K and Crone, S and Syntetos, A (2008) Forecasting and OR. Journal of the Operational Research Society, 59. pp. 1150-1172. ISSN 1476-9360

Crone, S and Lessmann, S and Stahlbock, R (2006) The impact of preprocessing on data mining: an evaluation of classifier sensitivity in direct marketing. European Journal of Operational Research, 173 (3). pp. 781-800. ISSN 0377-2217

Crone, S (2005) Stepwise selection of artificial neural network models for time series prediction. Journal of Intelligent Systems, 14 (2-3). pp. 99-122. ISSN 0334-1860

Crone, S (2003) Künstliche neuronale Netze zur betrieblichen Entscheidungsunterstützung. WISU - Das Wirtschaftsstudium, 32 (4). pp. 452-458.

Contribution in Book/Report/Proceedings

Kourentzes, N and Crone, S (2008) Automatic modelling of neural networks for time series prediction - in search of a uniform methodology across varying time frequencies. In: 2nd European Symposium on Time Series Prediction (Helsinki) - 2008 :. unknown, N/A.

Crone, S and Dahwan, R (2007) Forecasting seasonal time series with neural networks: a sensitivity analysis of architecture parameters. In: Proceedings of the International Joint Conference on Neural Networks, IJCNN'07 (Orlando, USA) - 2007 :. IEEE Computer Society Press, N/A.

Crone, S and Kourentzes, N (2007) Input variable selection for time series prediction with neural networks- an evaluation of visual, autocorrelation and spectral analysis for varying seasonality. In: The 1st European Symposium on Time Series Prediction, ESTSP'07 (Helsinki, Finland) - 2007 :. unknown, N/A.

Crone, S and Pietsch, S (2007) A naïve support vector regression benchmark for the NN3 forecasting competition. In: Proceedings of the International Joint Conference on Neural Networks, IJCNN'07 (Orlando, USA) - 2007 :. IEEE Computer Society Press, N/A.

Crone, S and Lessmann, S and Pietsch, S (2006) Forecasting with computational intelligence - An evaluation of support vector regression and artificial neural networks. In: Proceedings of the World Congress in Computational Intelligence, WCCT06 (Vancouver, Canada) - 2006, IEEE: New York :. IEEE Computer Society Press, N/A.

Lessmann, S and Stahlbock, R and Crone, S (2006) Genetic algorithms for support vector machine model selection. In: Proceedings of the World Congress in Computational Intelligence, WCCT06 (Vancouver, Canada) - 2006, IEEE: New York :. IEEE Computer Society Press, N/A.

Crone, S and Lessmann, S and Pietsch, S (2006) Parameter sensitivity of support vector regression and neural networks for forecasting. In: Proceedings of the International Conference on Data Mining DMIN'06 (Las Vegas, USA) 2006, CSREA, pp.396-402 :. CSREA Press, Athens.

Lessmann, S and Crone, S and Stahlbock, R and Zacher, N (2006) An evaluation of discrete support vector machines for cost-sensitive learning. In: Proceedings of the World Congress in Computational Intelligence, WCCT06 (Vancouver, Canada) - 2006, IEEE: New York :. IEEE Computer Society Press, N/A.

Crone, S and Prebmar, D (2006) An extended evaluation framework for neural network publications in sales forecasting. In: Proceedings of the International Conference on Applied Artificial Intelligence, AIA'06 (Innsbruck, Austria) - 2006, ACTA Press: Calgary, pp.179-186 :. unknown, N/A.

Crone, S and Guajardo, J and Weber, R (2006) The impact of preprocessing on support vector regression and neural networks in time series prediction. In: Proceedings of the International Conference on Data Mining DMIN'06 (Las Vegas, USA) 2006, CSREA, pp.37-42 :. unknown, N/A, pp. 37-42.

Crone, S and Guajardo, J and Weber, R (2006) A study on the ability of support vector regression and neural networks to forecast basic time series patterns. In: 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 :. Springer, Berlin.

Stahlbock, R and Lessmann, S and Crone, S (2005) Evolutionary neural classification approaches for strategic and operational decision support in retail store planning. In: Proceedings of the 2005 International Conference on Artificial Intelligence, ICAI 2005, Las Vegas, Nevada, USA :. CSREA Press, Athens, pp. 60-66. ISBN 1-932415-66-1

Stahlbock, R and Crone, S (2005) Evolutionary neural classification for the evaluation of retail stores and decision support. In: Proceedings of the IEEE International Joint Conference on Neural Networks, IJCNN'05, (Montreal, Canada) - 2005 IEEE: New York, Vol. 3, pp.1499-1504 :. unknown, N/A, pp. 1499-1504.

Lessmann, S and Stahlbock, R and Crone, S (2005) Genetically constructed kernels for support vector machines. In: Proceedings of the Conference of the German Operations Research Association, GOR'05 (Bremen) 2005 :. unknown, N/A.

Lessmann, S and Stahlbock, R and Crone, S (2005) Optimizing hyperparameters of support vector machines by genetic algorithms. In: Proceedings of the 2005 International Conference on Artificial Intelligence, ICAI 2005, Las Vegas, Nevada, USA :. CSREA Press, Athens, pp. 74-82. ISBN 1-932415-66-1

Crone, S and Soopramanien, D G R (2005) Predicting customer online shopping adoption - an evaluation of data mining and market modelling approaches. In: Proceedings of The 2005 International Conference on Data Mining, DMIN 2005, Las Vegas, Nevada, USA :. CSREA Press, Athens, pp. 47-58. ISBN 1-932415-79-3

Crone, S and Lessmann, S and Stahlbock, R (2005) Support vector machines versus artificial neural networks - new potential in data mining for customer relationship management? In: Neural Network Applications in Information Technology and Web Engineering :. Borneo Publishing, Malaysia, pp. 80-93.

Crone, S and Lessmann, S and Stahlbock, R (2005) Utility based data mining for time series analysis - Cost sensitive learning for neural network predictors. In: Proceedings of the International Workshop on Utility-based Data Mining, ACM Conference on Knowledge Discovery in Data, KDD'05 (Chicago, USA) 2005 :. unknown, N/A, pp. 59-68.

Crone, S and Lessmann, S and Stahlbock, R (2004) Empirical comparison and evaluation of classifier performance for data mining in customer relationship management. In: Proceedings of the IEEE International Joint Conference on Neural Networks, IJCNN'04 Budapest, Hungary :. IEEE Computer Society Press, N/A, pp. 43-48. ISBN 0-7803-8359-1

Crone, S and Kausch, H and Prebmar, D (2004) Prediction of the CATS benchmark using a business forecasting approach to multilayer perceptron modelling. In: Proceedings of the IEEE International Joint Conference on Neural Networks, IJCNN'04 Budapest, Hungary :. IEEE Computer Society Press, N/A, pp. 2783-2788. ISBN 0-7803-8359-1

Crone, S (2004) A business forecasting competition approach to modeling artificial neural networks for time series prediction. In: Proceedings of the International Conference on Artificial Intelligence, IC-AI '04, June 21-24, 2004, Las Vegas, Nevada, USA :. CSREA Press, Athens, pp. 207-213. ISBN 1-932415-31-9

Crone, S and Grafeille, P C (2004) An evaluation framework for publications on artificial neural networks in sales forecasting. In: Proceedings of the International Conference on Artificial Intelligence, IC-AI '04, June 21-24, 2004, Las Vegas, Nevada, USA :. CSREA Press, Athens, pp. 221-227. ISBN 1-932415-31-9

Crone, S (2003) Artificial neural networks for time series prediction - A novel approach to inventory management using asymmetric cost functions. In: Proceedings of the International Conference on Artificial Intelligence, IC-AI '03, June 23 - 26, 2003, Las Vegas, Nevada, USA :. CSREA Press, Athens, pp. 193-199. ISBN 1-932415-12-2

Crone, S (2003) Forecasting in inventory management using artificial neural networks - a novel approach through asymmetric cost functions. In: Einsatz von Fuzzy Sets, Neuronalen Netzen und Kunstlicher Intelligenz in industrieller Produktion und Umweltforschung :. VDI, Dusseldorf.

Crone, S (2003) Prediction of white noise time series using artificial neural networks and asymmetric cost functions. In: Proceedings of the IEEE International Joint Conference on Neural Networks, 2003 :. IEEE Computer Society Press, N/A, pp. 2460-2465. ISBN 0-7803-7898-9

Crone, S (2002) Training artificial neural networks for time series prediction using asymmetric cost functions. In: Proceedings of the 9th International Conference on neural information processing, 2002. ICONIP '02 :. IEEE Computer Society Press, N/A, 2374- 2380. ISBN 981-04-7524-1

Monograph

Kourentzes, N and Crone, S (2010) Advances in forecasting with artificial neural networks. Working Paper. The Department of Management Science, Lancaster University.

Kourentzes, N and Crone, S (2010) Modelling Deterministic Seasonality with Artificial Neural Networks for Time Series Forecasting. Working Paper. The Department of Management Science, Lancaster University.