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Centre for Marketing Analytics

  1. Chapter (peer-reviewed)
  2. Published

    How consumer mindset response and long-term marketing effectiveness differ in emerging versus mature markets

    Erguncu, S. & Yildirim, G., 06/2014, Brand management in emerging markets: theories and practices. Wang, C. L. & He, J. (eds.). Hershey, Pa.: IGI Global

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNChapter (peer-reviewed)

  3. Published

    Impact of demand nature on the bullwhip effect: bridging the gap between theoretical and empirical research

    Trapero, J. R., Garcia, F. P. & Kourentzes, N., 2014, Proceedings of the Seventh International Conference on Management Science and Engineering Management.. Xu, J., Fry, J. A., Lev, B. & Hajiyev, A. (eds.). Berlin: Springer Verlag, p. 1127-1137 11 p. (Lecture Notes in Electrical Engineering; vol. 242).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNChapter (peer-reviewed)

  4. Published

    The Theta model: an essential forecasting tool for supply chain planning

    Nikolopoulos, K., Assimakopoulos, V., Bougioukos, N., Litsa, A. & Petropoulos, F., 2012, Advances in automation and robotics, Vol. 2: Selected Papers from the 2011 International Conference on Automation and Robotics (ICAR 2011), Dubai, December 1–2, 2011. Lee, G. (ed.). Berlin: Springer Verlag, Vol. 2. p. 431-437 7 p. (Lecture Notes in Electrical Engineering; vol. 123).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNChapter (peer-reviewed)

  5. Published

    Exchange Rate Dynamics and Monetary Reforms: Theory and Evidence from Britain's Return to Gold

    Peel, D., Micheal, P. & Nobay, A. R., 1996, Modern Perspectives on The Gold Standard. Bayoumi, T., Eichengreen, B. & Taylor, M. (eds.). Cambridge: Cambridge University Press, p. 341-366 26 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNChapter (peer-reviewed)

  6. Published

    Non-Linear Dependence in Unemployment, Output and Inflation - Empirical Evidence for the UK

    Peel, D. & Speight, A., 1995, The Natural Rate of Unemployment: Reflections of Twenty Five Years of the Hypothesis. Cross, R. (ed.). Cambridge: Cambridge University Press, p. 231-255 25 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNChapter (peer-reviewed)

  7. Published

    Testing for Market Efficiency in the Exchange Market

    Peel, D., 1994, Risk and Uncertainty in Economics : Essays in Honour of J.L. Ford. Dickinson, D. G., Driscoll, M. & Sen, S. (eds.). Aldershot: Edward Elgar, p. 147-163 17 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNChapter (peer-reviewed)

  8. Published

    Macroeconomics and the Agricultural Sector

    Midmore, P. & Peel, D., 1993, Current Issues in Agricultural Economics. Rayner, A. J. & Colman, D. (eds.). Basingstoke: Macmillan, p. 154-177 24 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNChapter (peer-reviewed)

  9. Published

    Rational Expectations and the New Macroeconomics

    Peel, D., 1990, New Thinking in Economics. J. R. S. (ed.). Aldershot: Edward Elgar Publishing, p. 72-87 16 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNChapter (peer-reviewed)

  10. Published

    New Classical Macroeconomics

    Peel, D., 1989, Current issues in macroeconomics. Greenaway, D. (ed.). London: Macmillan, p. 45-67 23 p. (Current Issues in Economics; vol. 2).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNChapter (peer-reviewed)

  11. Published

    Advertising and Aggregate Consumption

    Peel, D., 1975, Advertising and Economic Behaviour . Cowling, K. (ed.). London: Macmillan

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNChapter (peer-reviewed)

  12. Chapter
  13. 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

  14. 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

  15. 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

  16. 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

  17. 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

  18. 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

  19. 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

  20. 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

  21. 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

  22. 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

  23. 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

  24. 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

  25. 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

  26. 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

  27. 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

  28. 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

  29. 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

  30. 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

  31. 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

  32. 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

  33. 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

  34. 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

  35. 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

  36. 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

  37. 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

  38. 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

  39. 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

  40. Published

    The Optimal Use of Information, Collective Bargaining and the Disclosure Debate

    Peel, D. & Pope, P., 1982, Financial Information and Industrial Relations . Maunders, K. (ed.). Hull: Barmarick Publications

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

  41. Conference contribution/Paper
  42. Published

    Subspace Clustering with Active Learning

    Peng, H. & Pavlidis, N., 24/02/2020, Proceedings of 2019 IEEE International Conference on Big Data. IEEE, 10 p. 9006361

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

  43. Published

    Subspace Clustering of Very Sparse High-Dimensional Data

    Peng, H., Pavlidis, N. G., Eckley, I. A. & Tsalamanis, I., 24/01/2019, 2018 IEEE International Conference on Big Data (Big Data). IEEE, p. 3780-3783 4 p.

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

  44. Published

    Producing long-term forecasts of the development of arctic shelf

    Ilinova, A., Chanysheva, A., Kourentzes, N. & Svetunkov, I., 16/10/2018, Innovation-Based Development of the Mineral Resources Sector: Challenges and Prospects: Proceedings of the 11th Russian-German Raw Materials Conference, November 7-8, 2018, Potsdam, Germany. Litvinenko, V. (ed.). CRC Press, p. 539-553 15 p.

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

  45. Published

    An ensemble of single multiplicative neuron models for probabilistic prediction

    Yolcu, U., Jin, Y. & Egrioglu, E., 13/02/2017, 2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016. Institute of Electrical and Electronics Engineers Inc., 8 p. 7849975. (2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016).

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

  46. Published

    Minimum density hyperplanes in the feature space

    Yates, K. & Pavlidis, N. G., 11/02/2017, Big Data (Big Data), 2016 IEEE International Conference on. IEEE, p. 3613-3618 6 p.

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

  47. Published

    Exogenous Capacity Changes in Airline Revenue Management: Quantifying the Value of Information

    Kadatz, D., Kliewer, N. & Cleophas, C., 2017, Operations Research Proceedings 2016: Selected Papers of the Annual International Conference of the German Operations Research Society (GOR), Helmut Schmidt University Hamburg, Germany, August 30 - September 2, 2016. Fink, A., Fügenschuh, A. & Geiger, M. J. (eds.). Cham: Springer, p. 429-434 6 p.

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

  48. Published

    Integrated Planning of Order Capture and Delivery for Attended Deliveries in Metropolitan Areas

    Köhler, C., Lang, M. A. K., Cleophas, C. & Ehmke, J. F., 2017, Operations Research Proceedings 2016: Selected Papers of the Annual International Conference of the German Operations Research Society (GOR), Helmut Schmidt University Hamburg, Germany, August 30 - September 2, 2016. Fink, A., Fügenschuh, A. & Geiger, M. J. (eds.). Cham: Springer, p. 435-440 6 p.

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

  49. 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/Paper

  50. 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/Paper

  51. 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/Paper

  52. 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/Paper

  53. 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/Paper

  54. 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/Paper

  55. 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/Paper

  56. 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/Paper

  57. 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/Paper

  58. 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/Paper

  59. 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/Paper

  60. 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/Paper

  61. 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/Paper

  62. 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/Paper

  63. 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/Paper

  64. 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/Paper

  65. 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/Paper

  66. 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/Paper

  67. 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/Paper

  68. 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/Paper

  69. 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/Paper

  70. 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/Paper

  71. 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/Paper

  72. 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/Paper

  73. 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/Paper

  74. 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/Paper

  75. 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/Paper

  76. 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/Paper

  77. 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/Paper

  78. 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/Paper

  79. 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/Paper

  80. 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/Paper

  81. 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/Paper

  82. 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/Paper

  83. 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/Paper

  84. 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/Paper

  85. 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/Paper

  86. 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/Paper

  87. 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/Paper

  88. 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/Paper

  89. 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/Paper

  90. 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/Paper

  91. 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/Paper

  92. 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/Paper

  93. Conference paper
  94. Published

    Excavating the Treasure of IoT Data: An Architecture to Empower Rapid Data Analytics for Predictive Maintenance of Connected Vehicles

    Cleophas, C., 10/12/2017.

    Research output: Contribution to conference - Without ISBN/ISSN Conference paper

  95. Published

    Simplifying fitness games for users with learning disabilities, Hawaii International Conference on Systems and Sciences (HICSS) 2017

    Liu, L., Stacey, P., Tarafdar, M. & Kourentzes, N., 4/01/2017.

    Research output: Contribution to conference - Without ISBN/ISSN Conference paper

  96. Published

    On the value of sharing demand information in supply chains (OR56 Annual Conference – Keynote Papers)

    Ali, M. M. & Boylan, J., 2014, p. 44-56. 13 p.

    Research output: Contribution to conference - Without ISBN/ISSN Conference paper

  97. Published

    Optimizing Theta model for monthly data

    Petropoulos, F. & Nikolopoulos, K., 2013. 6 p.

    Research output: Contribution to conference - Without ISBN/ISSN Conference paper

  98. Published

    How to boost for time series? An empirical evaluation of forecasting accuracy for meta-parameter choices in boosting

    Barrow, D. & Crone, S., 2012.

    Research output: Contribution to conference - Without ISBN/ISSN Conference paper

  99. Published

    Dynamic Model Selection and Combination in Forecasting: an Empirical Evaluation of Bagging and Boosting

    Barrow, D. & Crone, S., 2011.

    Research output: Contribution to conference - Without ISBN/ISSN Conference paper

  100. Other
  101. Published

    Smoothing and adjustments of demand forecasts for inventory control

    Syntetos, A. A. & Boylan, J., 17/05/2006, p. 173-178. 6 p.

    Research output: Contribution to conference - Without ISBN/ISSN Other

  102. Letter
  103. Published

    Empirical pricing kernels obtained from the UK index options market

    Shackleton, M., Liu, H., Taylor, S. & Xu, G., 2009, Applied Economics Letters, 16, 10, p. 989-993 5 p.

    Research output: Contribution to specialist publicationLetter

  104. Doctoral Thesis
  105. Unpublished

    Business forecasting with online buzz

    Schaer, O., 11/10/2019, (Unpublished) Lancaster University. 138 p.

    Research output: ThesisDoctoral Thesis

  106. Published

    Modelling and inference for the travel times in vehicle routing problems

    Wright, C., 2019, Lancaster University. 267 p.

    Research output: ThesisDoctoral Thesis

  107. Published

    A context-aware approach for handling concept drift in classification

    Barakat, L., 2018, Lancaster University. 214 p.

    Research output: ThesisDoctoral Thesis

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