Home > Research > Centre for Marketing Analytics & Forecasting > Publications & Outputs
View graph of relations

Centre for Marketing Analytics

  1. Conference contribution/Paper
  2. Published

    Simulation studies of multi-armed bandits with covariates

    Pavlidis, N., Tasoulis, D. K. & Hand, D. J., 2008, 10th International Conference on Computer Modelling and Simulation (Cambridge) - 2008. N/A: unknown

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

  3. 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

  4. 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

  5. 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/ISSNConference contribution/Paperpeer-review

  6. 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/ISSNConference contribution/Paperpeer-review

  7. 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

  8. 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

  9. 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/ISSNConference contribution/Paperpeer-review

  10. 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

  11. 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

  12. 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/ISSNConference contribution/Paperpeer-review

  13. Published

    Human designed vs. genetically programmed differential evolution operators

    Pavlidis, N., Tasoulis, D. K., Plagianakos, V. P. & Vrahatis, M. N., 2006, IEEE Congress on Evolutionary Computation (CEC 2006). IEEE, p. 1880-1886 7 p.

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

  14. Published

    Spiking neural network training using evolutionary algorithms

    Pavlidis, N., Tasoulis, DK., Plagianakos, V. P., Vrahatis, M. N. & Nikiforidis, G., 2005, International Joint Conference on Neural Networks (IJCNN 2005). IEEE, Vol. 4. p. 2190-2194 4 p.

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

  15. 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

  16. Published

    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/ISSNConference contribution/Paperpeer-review

  17. Published

    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/ISSNConference contribution/Paperpeer-review

  18. Published

    Analysis of company sales data

    Goodwin, P., Fildes, R. A. & Nikolopoulos, K., 2004, International Symposium on Forecasting ISF (Sydney ) - 2004. N/A: unknown

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

  19. Published

    Sales forecasting support systems (FSS) for the supply chain

    Fildes, R. A. & Nikolopoulos, K., 2004, Operational Research 46th Annual Conference (York ) - 2004. N/A: unknown

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

  20. Published

    Parallel differential evolution

    Tasoulis, DK., Pavlidis, N., Plagianakos, V. P. & Vrahatis, M. N., 2004, IEEE Congress on Evolutionary Computation (CEC 2004). IEEE, p. 2023-2029 7 p.

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

  21. Published

    Financial forecasting through unsupervised clustering and evolutionary trained neural networks

    Pavlidis, N., Tasoulis, DK. & Vrahatis, M. N., 2003, IEEE Congress on Evolutionary Computation. IEEE, Vol. 4. p. 2314-2321 8 p.

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

  22. Published

    On the categorisation of demand patterns

    Boylan, J., Syntetos, A. A. & Croston, J. D., 2003, Proceedings of the International Conference on Quantitative Methods in Industry and Commerce, Athens, Greece. p. 534-543 20 p.

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

  23. Published

    Intermittent demand forecasting: size-interval methods based on averaging and smoothing

    Boylan, J., 2003, Proceedings of the International Conference on Quantitative Methods in Industry and Commerce, Athens, Greece. p. 87-96 10 p.

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

  24. Chapter
  25. Published

    Statistical algorithms, judgment and forecasting software systems

    Fildes, R., 7/05/2021, Business Forecasting: The Emerging Role of Artificial Intelligence and Machine Learning . Gilliland, M., Tashman, L. & Sglavo, U. (eds.). Wiley, p. 361-364 24 p.

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

  26. Published

    Tracking differential evolution algorithms: an adaptive approach through multinomial distribution tracking with exponential forgetting

    Epitropakis, M., Tasoulis, D., Pavlidis, N., Plagianakos, V. P. & Vrahatis, M. N., 2012, Artificial Intelligence: Theories and Applications: 7th Hellenic Conference on AI, SETN 2012, Lamia, Greece, May 28-31, 2012. Proceedings. Maglogianis, I., Plagianakos, V. & Vlahavas, I. (eds.). Berlin: Springer Verlag, p. 214-222 9 p. (Lecture Notes in Computer Science; vol. 7297).

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

  27. Published

    Intermittent demand: estimation and statistical properties

    Syntetos, A. A. & Boylan, J., 24/03/2011, Service parts management. Altay, N. & Litteral, L. A. (eds.). London: Springer London, p. 1-30 31 p. Chapter 1

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

  28. Published

    Decision trees for forecasting trended demand: estimation and statistical properties

    Syntetos, A. A. & Boylan, J., 24/03/2011, Service parts management. Altay, N. & Litteral, L. A. (eds.). London: Springer London, p. 53-87 14 p. Chapter 3

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

  29. Published

    The applications of revenue management and pricing

    Cleophas, C., Yeoman, I., McMahon-Beattie, U. & Veral, E., 8/12/2010, Revenue Management: A Practical Pricing Perspective. Yeoman, I. & McMahon-Beattie, U. (eds.). London: Palgrave Macmillan, p. 9-16 8 p.

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

  30. Published

    Forecasting S&P 100 volatility: the incremental information content of implied volatilities and high frequency index returns

    Blair, B. J., Poon, S. & Taylor, S. J., 2010, Handbook of Quantitative Finance and Risk Management. Lee, C-F., Lee, A. C. & Lee, J. (eds.). Berlin: Springer, p. 1333-1344 12 p.

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

  31. Published

    The effect of correlation between demands on hierarchical forecasting

    Chen, H. & Boylan, J., 2009, Advances in business and management forecasting. Lawrence, K. D. & Klimberg, R. K. (eds.). Emerald, Vol. 6. p. 173-188 16 p.

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

  32. Published

    Computational intelligence algorithms for risk-adjusted trading strategies.

    Pavlidis, N., Pavlidis, E., Epitropakis, M., Plagianakos, V. & Vrahatis, M., 01/2008, IEEE Congress on Evolutionary Computation CEC 2007. Singapore: IEEE, p. 540-547 8 p.

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

  33. Published

    Risk in credit granting and lending decisions: credit scoring

    Finlay, S. & Soopramanien, D., 2008, Encyclopedia of quantitative risk analysis and assessment. Chichester: John Wiley

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

  34. Published

    Forecasting for inventory management of service parts

    Boylan, J. & Syntetos, A. A., 2008, Complex system maintenance handbook. Kobbacy, K. A. H. & Murthy, D. N. P. (eds.). Springer, p. 479-508 30 p.

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

  35. Published

    Spare parts management: Forecasting Research and Extensions

    Boylan, J. & Syntetos, A. A., 2007, OR49 keynote papers 2007. Duncan, S. (ed.). Operational Research Society

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

  36. Published

    On the development of theory-informed operationalised definitions of demand patterns

    Syntetos, A. A. & Boylan, J., 2005, Proceedings of the 3rd International Conference on Intelligent Management Systems in Operations, Salford. . Operational Research Society, p. 238-247 10 p.

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

  37. 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

  38. Published

    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/ISSNChapter

  39. Published

    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/ISSNChapter

  40. 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

  41. 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

  42. 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

  43. 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

  44. 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

  45. Published

    Forecasting and prediction

    Amstrong, J. S. & Fildes, R. A., 2004, The Social Science Encyclopedia. London and New York: Routledge

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

  46. 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

  47. Published

    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/ISSNChapter

  48. 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

  49. 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

  50. Published

    Forecasting competitions - their role in improving forecasting practice and research

    Fildes, R. A. & Ord, J. K., 2002, A Companion to Economic Forecasting. Oxford: Blackwell, p. 322-353 32 p.

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

  51. Published

    Econometric forecasting: strategies and techniques

    Fildes, R. A. & Allen, P. G., 2001, Principles of Forecasting: A Handbook for Researchers and Practitioners. Berlin: Springer, p. 303-362 60 p.

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

  52. Published

    Introducing forecasting and monitoring methods to an SME: the role of Soft Systems Methodology

    Boylan, J. & Willams, M. A., 2001, Mixed-mode modelling : mixing methodologies for organisational intervention. Nicholls, M. G., Clarke, S. & Lehaney, B. (eds.). Kluwer

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

Back to top