• Room 01.045 - Titanic Quarter - ECIT

    United Kingdom

Accepting PhD Students

PhD projects

Potential PhD and Postdoctoral researchers are welcome to show their interest anytime. A range of research topics is available in the following fields: - Statistical Signal Processing - Random Matrix Theory - Machine Learning with applications to: - Wireless Communications - Multipe-antenna systems (Massive MIMO) - Computational Biology

20062019

Research output per year

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Personal profile

Research Statement

My main research activities lie within the wide area of statistical signal processing, with diverse multi-disciplinary applications to wireless communications and array processing, computational biology, and financial engineering, among others. With a focus on inference and estimation theory under high-dimensional settings (big data), my research is aimed at providing contemporary signal processing solutions and machine learning methods, and at enhancing our current understanding of complex biological systems.

At the core of my research, a common factor is the use of advanced concepts from high-dimensional statistics and random matrix theory to develop estimation and inference methods suited to the large-dimensional nature of contemporary data.

A substantial part of my past (and current) research has been focused on the design and analysis of wireless communication systems. With a special dedication to multi-antenna-based technologies, I have conducted research on channel models (fading and interference modelling), and on different topics including: massive MIMO, coordinated transmission (e.g., interference alignment, coordinated beamforming), spectrum sharing, and channel-aware scheduling. I am generally interested in research challenges posed by the ever-growing dimensionality (e.g., users, antennas) of forthcoming wireless networks, and particularly in the development of robust signal processing solutions.

 

Research Interests

- Statistical Signal Processing

- Machine Learning

- Random Matrix Theory

- Wireless Communications

- Statistical Channel Characterization

- Multipe-antenna systems (Massive MIMO)

 

Particulars

I received the M.Sc. and Ph.D. degrees in Telecommunication Technologies from University of Málaga (Spain) in 2008 and 2011, respectively. Between 2011 and 2013 I was with the Wireless Communications Group (WiCom), headed by Prof. Angel Lozano at the Department of Information and Communication Technologies, Universitat Pompeu Fabra (Barcelona, Spain), where I was a Postdoctoral Fellow and part-time Lecturer. Between 2014 and 2018, I was with the Department of Electronic and Computer Engineering at The Hong Kong University of Science and Technology (HKUST), first as a Visiting Scholar (2014-2016), and then as a Research Assistant Professor (2016-2018). In March 2018 I joined the Faculty of Engineering and Physical Sciences at Queen's University Belfast (QUB), where I am currently a Lecturer (Assistant Professor).

During the summers of 2010 and 2015, I held respective visiting appointments at University College London (UCL), Department of Electronic and Electrical Engineering, hosted by Prof. Kai-Kit Wong, and at Stanford University, Department of Statistics, hosted by Prof. Iain M. Johnstone.

 

Achievements

-IEEE Senior Member

-Best Ph.D. Thesis Award in Electrical and Computer Engeneering by the University of Malaga (Spain); Period: 2009-2012.

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Research Output

  • 29 Article
  • 17 Conference contribution
  • 3 Chapter
  • 2 Other contribution

A Double-Shadowed Rician Fading Model: A Useful Characterization

Browning, J., Cotton, S., Morales-Jimenez, D., Sofotasios, P. C. & Yacoub, M. D., 06 Sep 2019, (Accepted) 22nd International Symposium on Wireless Personal Multimedia Communications (WPMC): Lisbon, Portugal Nov. 24-27, 2019,. IEEE , p. 6-11 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Asymptotics of eigenstructure of sample correlation matrices for high-dimensional spiked models

    Morales-Jimenez, D., Johnstone, I. M., McKay, M. R. & Yang, J., 16 May 2019, (Accepted) In : Statistica Sinica. p. 1-42 42 p.

    Research output: Contribution to journalArticle

  • 12 Citations (Scopus)

    Extreme eigenvalue distributions of Jacobi ensembles: New exact representations, asymptotics and finite size corrections

    Moreno-Pozas, L., Morales-Jimenez, D. & McKay, M. R., 01 Oct 2019, In : Nuclear Physics B. 947, 41 p., 114724.

    Research output: Contribution to journalArticle

    Open Access
    File
  • 81 Downloads (Pure)

    New Approximation to Distribution of Positive RVs applied to Gaussian Quadratic Forms

    Ramirez-Espinosa, P., Morales-Jimenez, D., Cortés, J. A., Paris, J. F. & Martos-Naya, E., 19 Apr 2019, In : IEEE Signal processing Letters. 26, 6, p. 923-927 5 p.

    Research output: Contribution to journalArticle

    Open Access
    File
  • 95 Downloads (Pure)

    Robust Linear Discriminant Analysis Using Tyler’s Estimator: Asymptotic Performance Characterization

    Auguin, N., Morales-Jimenez, D. & McKay, M. R., 17 Apr 2019, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP’19). Brighton, UK: IEEE

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Open Access
    File
  • 99 Downloads (Pure)

    Prizes

    Best PhD Thesis Award in Electrical and Computer Engineering

    David Morales (Recipient), 2014

    Prize: Prize (including medals and awards)

  • IEEE Senior Member

    David Morales (Recipient), Mar 2019

    Prize: National/international honour

    Joint Statistical Meetings (JSM) 2020 - Best Statistica Sinica Papers

    David Morales (Recipient), Iain M. Johnstone (Recipient), Matthew R. McKay (Recipient) & Jeha Yang (Recipient), 2020

    Prize: Other distinction

  • Activities

    IEEE International Conference on Communications (ICC 2020)

    David Morales (Member of programme committee)
    Jun 2020

    Activity: Participating in or organising an event typesParticipation in conference

    IEEE Technical Committee on Signal Processing for Communications and Networking (SPCOM) (External organisation)

    David Morales (Board Member)
    01 Jan 202001 Jan 2023

    Activity: Membership typesMembership of peer review panel or committee

    The Institute of Electrical and Electronics Engineers Signal Processing Society (External organisation)

    David Morales (Advisor)
    01 Jan 202001 Jan 2023

    Activity: Membership typesMembership of peer review panel or committee

    IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2020)

    David Morales (Member of programme committee)
    May 2020

    Activity: Participating in or organising an event typesParticipation in conference

    Institute for Electrical and Electronics Engineers (External organisation)

    David Morales (Member)
    Mar 2019 → …

    Activity: Membership typesMembership of national or international committees and working groups