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Centre for Marketing Analytics

  1. Conference contribution/Paper
  2. Published

    The Time-Varying Dependency Patterns of NetFlow Statistics

    Gibberd, A., Evangelou, M. & Nelson, J. D. B., 1/12/2016, 2016 IEEE 16th International Conference on Data Mining Workshops (ICDMW). IEEE, p. 288-294 7 p. (2016 IEEE 16th International Conference on Data Mining Workshops (ICDMW)).

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

  3. Published

    Introducing the locally stationary dual-tree complex wavelet model

    Nelson, J. D. B. & Gibberd, A. J., 28/09/2016, 2016 IEEE International Conference on Image Processing (ICIP). IEEE, p. 3583-3587 5 p.

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

  4. Published

    Regularised estimation of 2D-locally stationary wavelet processes

    Gibberd, A. J. & Nelson, J. D. B., 1/06/2016, 2016 IEEE Statistical Signal Processing Workshop (SSP). IEEE, 5 p.

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

  5. Published

    Estimating Dynamic Graphical Models from Multivariate Time-Series Data: Recent Methods and Results

    Gibberd, A. J. & Nelson, J. D. B., 2016, Advanced Analysis and Learning on Temporal Data: First ECML PKDD Workshop, AALTD 2015, Porto, Portugal, September 11, 2015, Revised Selected Papers. Douzal-Chouakria, A., Vilar, J. A. & Marteau, P-F. (eds.). Cham: Springer International Publishing AG, p. 111-128 18 p.

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

  6. Published

    Maximum Clusterability Divisive Clustering

    Hofmeyr, D. & Pavlidis, N. G., 7/12/2015, Computational Intelligence, 2015 IEEE Symposium Series on . Cape Town: IEEE, p. 780-786 7 p.

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

  7. Published

    Estimating multiresolution dependency graphs within the stationary wavelet framework

    Gibberd, A. J. & Nelson, J. D. B., 1/12/2015, 2015 IEEE Global Conference on Signal and Information Processing (GlobalSIP). IEEE, p. 547-551 5 p.

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

  8. Published

    Sparsity in the multivariate wavelet framework: A comparative study using epileptic electroencephalography data

    Gibberd, A. J. & Nelson, J., 1/12/2015, 2nd IET International Conference on Intelligent Signal Processing 2015 (ISP). 6 p.

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

  9. Published

    Semi-supervised Spectral Connectivity Projection Pursuit

    Hofmeyr, D. & Pavlidis, N. G., 25/11/2015, Pattern Recognition Association of South Africa and Robotics and Mechatronics International Conference (PRASA-RobMech), 2015 . IEEE, p. 201-206 6 p.

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

  10. Published

    A Context-Driven Data Weighting Approach for Handling Concept Drift in Classification

    Barakat, L., 25/05/2015, Proceedings of the 9th International Conference on Computer Recognition Systems CORES 2015. Wroclaw: Springer, p. 383-393 11 p.

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

  11. Published

    Genetic algorithms for calibrating airline revenue management simulations

    Vock, S., Enz, S. & Cleophas, C., 23/01/2015, Proceedings - Winter Simulation Conference 2014. Institute of Electrical and Electronics Engineers Inc., p. 264-275 12 p.

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

  12. Published

    High dimensional changepoint detection with a dynamic graphical lasso

    Gibberd, A. J. & Nelson, J. D. B., 2014, 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, p. 2684-2688 5 p.

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

  13. Published

    The effect of recovery algorithms on compressive sensing background subtraction

    Davies, R., Mihaylova, L., Pavlidis, N. & Eckley, I., 10/2013, Sensor Data Fusion: Trends, Solutions, Applications (SDF), 2013 Workshop on. IEEE, p. 1-6 6 p.

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

  14. Published

    Designing Serious Games for Revenue Management Training and Strategy Development

    Cleophas, C., 9/12/2012, WSC '12 Proceedings of the Winter Simulation Conference. Berlin, Germany: Association for Computing Machinery (ACM), p. 140:1–140:12 12 p. 140. (Proceedings of the Winter Simulation Conference).

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

  15. Published

    How difficult is it to forecast worlds’ most successful products? The case of Apple iPhone

    Petropoulos, F., Nikolopoulos, K., Litsa, A., Polychronakis, Y. & Assimakopoulos, V., 09/2012, OR 54: Edinburgh 2012: keynote papers: 4-6 September 2012, the University of Edinburgh.. Andreeva, G. (ed.). Operational Research Society, p. 3-17 15 p.

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

  16. Published

    Tracking Particle Swarm Optimizers: An adaptive approach through multinomial distribution tracking with exponential forgetting

    Epitropakis, M., Tasoulis, D. K., Pavlidis, N., Plagianakos, V. P. & Vrahatis, M. N., 10/06/2012, 2012 IEEE Congress on Evolutionary Computation (CEC2012) . IEEE, 8 p.

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

  17. Published

    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/ISSNConference contribution/Paperpeer-review

  18. Published

    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/ISSNConference contribution/Paperpeer-review

  19. 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/ISSNConference contribution/Paperpeer-review

  20. 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/ISSNConference contribution/Paperpeer-review

  21. 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/ISSNConference contribution/Paperpeer-review

  22. 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/ISSNConference contribution/Paperpeer-review

  23. Published

    A new approach based on artificial neural networks for high order bivariate fuzzy time series

    Egrioglu, E., Uslu, V. R., Yolcu, U., Basaran, M. A. & Hakan, A. C., 1/01/2009, Applications of Soft Computing: From Theory to Praxis. Springer-Verlag, p. 265-273 9 p. (Advances in Intelligent and Soft Computing; vol. 58).

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

  24. 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/ISSNConference contribution/Paperpeer-review

  25. Published

    Forecasting software visualizations: an explorative study

    Asimakopoulos, S., Fildes, R. A. & Dix, A., 2009, 23rd British HCI Conference (Cambridge) - 2009. N/A: unknown

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

  26. 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/ISSNConference contribution/Paperpeer-review

  27. 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/ISSNConference contribution/Paperpeer-review

  28. 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/ISSNConference contribution/Paperpeer-review

  29. Published

    Dynamic multi-armed bandit with covariates

    Pavlidis, N., Tasoulis, D. K., Adams, N. M. & Hand, D. J., 2008, 18th European Conference on Artificial Intelligence (Greece) 2008. N/A: unknown

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

  30. Published

    Recognizing predictive patterns in chaotic maps

    Pavlidis, N., Adamopoulos, A. V. & Vrahatis, M. N., 2008, 18th European Conference on Artificial Intelligence (Greece) 2008. N/A: unknown

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

  31. 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

  32. 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

  33. 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

  34. 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

  35. 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

  36. 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

  37. 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

  38. 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

  39. 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

  40. 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

  41. 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

  42. 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

  43. 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

  44. 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

  45. 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

  46. 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

  47. 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

  48. 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

  49. 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

  50. 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

  51. 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

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