Sven Crone - Publications & Outputs - Research Portal

Dr Sven Crone

Lecturer, Director

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2010
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
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
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
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
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
Published
Proceedings of the 2010 International Conference on Data Mining
Stahlbock, R. (Editor), Crone, S. (Editor), Abou-Nasr, M. (Editor), Arabnia, H. R. (Editor), Kourentzes, N. (Editor), Lenca, P. (Editor), Lippe, W.-M. (Editor) & Weiss, G. M. (Editor), 2010, CSREA Press.
Research output: Book/Report/Proceedings › Proceedings
2009
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
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
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
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
2008
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
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
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
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
2007
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
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
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
2006
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
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
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
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
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
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
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
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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Research

Dr Sven Crone

An Evaluation of Neural Network Ensembles and Model Selection for Time Series Prediction

Frequency independent automatic input variable selection for neural networks for forecasting

Inference for Neural Network Predictive Models with Impulse Interventions

Modelling Deterministic Seasonality with Artificial Neural Networks for Time Series Forecasting

Naive Support Vector Regression and Multilayer Perceptron Benchmarks for the 2010 Neural Network Grand Competition (NNGC) on Time Series Prediction

Proceedings of the 2010 International Conference on Data Mining

Data mining and information systems - Quo Vadis?

Forecasting seasonal time series with multilayer perceptrons - an empirical evaluation of input vector specifications for deterministic seasonality

Input-variable Specification for Neural Networks - an Analysis of Forecasting low and high Time Series Frequency

Mining the past to forecast the future: comments

Forecasting and Operational Research: A Review

Automatic modelling of neural networks for time series prediction - in search of a uniform methodology across varying time frequencies

Forecasting high-frequency time series with neural networks - an analysis of modelling challenges from increasing data frequency

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

A naïve support vector regression benchmark for the NN3 forecasting competition

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

Input variable selection for time series prediction with neural networks- an evaluation of visual, autocorrelation and spectral analysis for varying seasonality

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

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

An extended evaluation framework for neural network publications in sales forecasting

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

Genetic algorithms for support vector machine model selection

Parameter sensitivity of support vector regression and neural networks for forecasting

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

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

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