Publications

Journal articles, conference papers, book chapters and theses on machine learning and evolutionary computation for finance, business and the public sector.

10 publications, newest first. Download all as BibTeX

2025

  1. Rayment, G. (2025). Deep reinforcement learning for trading strategy development on high-frequency currency data using directional changes sampling. PhD Thesis, University of Essex.

    PhD thesis PDF BibTeX

  2. Evdokimov, I. (2025). Innovations to fundamental stock valuations: Estimating future earnings per share and free cash flows using statistical and machine learning methods. PhD Thesis, University of Essex.

    PhD thesis PDF BibTeX

  3. Long, X. (2025). Financial forecasting with the combination of Physical and Event-based time using Genetic Programming. PhD Thesis, University of Essex.

    PhD thesis PDF BibTeX

2024

  1. Salman, O. (2024). Trading Strategies Optimization Using a Genetic Algorithm under The Directional Changes Paradigm. PhD Thesis, University of Essex.

    PhD thesis PDF BibTeX

  2. Habbab, F. Z. (2024). Machine Learning to Investigate the Role of Real Estate in a Mixed-Asset Portfolio. PhD Thesis, University of Essex.

    PhD thesis PDF BibTeX

  3. Christodoulaki, E.P. (2024). Fundamental, Sentiment and Technical analysis for Algorithmic Trading using Novel Genetic Programming algorithms. PhD Thesis, University of Essex.

    PhD thesis PDF BibTeX

2022

  1. Adegboye, A. (2022). Estimating Directional Changes Trend Reversal in Forex Using Machine Learning. PhD Thesis, University of Kent.

    PhD thesis PDF BibTeX

2017

  1. Cramer, S. (2017). New Genetic Programming Methods for Rainfall Prediction and Rainfall Derivatives Pricing. PhD Thesis, University of Kent.

    PhD thesis PDF BibTeX

2011

  1. Kampouridis, M. (2011). Computational Intelligence in Financial Forecasting and Agent-Based Modeling: Applications of Genetic Programming and Self-Organizing Maps. PhD Thesis, University of Essex.

    PhD thesis PDF BibTeX

2006

  1. Kampouridis, M. (2006). An Intelligent Tutoring System for Java. MSc Thesis, University of Essex.

    MSc thesis BibTeX