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Advanced robust probability regression for face recognition


   Mathematics

   Applications accepted all year round  Self-Funded PhD Students Only

About the Project

Robustness in statistics can be defined as "the ability of an inferential statistic or procedure that is reliable, resistant, and avoidable. The pioneering work of robust statistics was primarily created by John Tukey and Peter Huber. Then the robust statistical theory is further developed by numerous articles.

Robust Inference has been used as a topic in data science and statistics for decades, with wide applications in financial econometricsengineeringsignal processingcomputer versionDeep LearningMachine Learning, and other fields. Robust regression analysis is becoming of paramount importance for addressing more general problems

This project will investigate new robust regression models and methods with application in face recognition.

Candidates with high MSc or BSc degree grades in Statistics, Financial Econometrics, Actuarial science, Mathematics and Technology are welcome to apply.

Research journey

Doctoral research programmes (PhDs) take a proud place in the world-class research environment and community at Brunel. PhD students are recognised and valued by their supervisors as an essential part of their departments and a key component of the university's overall strategy to develop and deliver world-class research.

A PhD programme is expected to take 3 years full-time or 6 years part-time, with intakes starting in January, April or October.

The general University entrance requirement for registration for a research degree is normally a First or Upper Second Class Honours degree (1st or 2:1) or an international equivalent. A Masters degree is a welcome, but not required, qualification for entry.

Find out how to apply for a PhD at Brunel

Research support

Excellent research support and training

The Graduate School provides a range of personal, professional and career development opportunities. This includes workshops, online training, coaching and events, to enable you to enhance your professional profile, refine your skills, and plan your next career steps as part of the Researcher Development Programme. The researcher development programme (RDP) offers workshops and seminars in a range of areas including progression, research management, research dissemination, and careers and personal development. You will also be offered a number of online, self-study courses on BBL, including Research Integrity, Research Skills Toolkit, Research Methods in Literature Review and Principles of Research Methods.

Library services

Brunel's Library is open 24 hours a day, has 400,000 books and 250,000 ebooks, and an annual budget of almost £2m. Subject information Specialists train students in the latest technology, digital literacy, and digital dissemination of scholarly outputs. As well as the physical resources available in the Library, we also provide access to a wealth of electronic resources. These include databases, journals and e-books. Access to these resources has been bought by the Library through subscription and is limited to current staff and students. 

Dedicated research support staff provide guidance and training on open access, research data management, copyright and other research integrity issues.

Find out more: Brunel Library

Careers support

You will receive tailored careers support during your PhD and for up to three years after you complete your research at Brunel. We encourage you to actively engage in career planning and managing your personal development right from the start of your research, even (or perhaps especially) if you don't yet have a career path in mind. Our careers provision includes online information and advice, one-to-one consultations and a range of events and workshops. The Professional Development Centre runs a varied programme of careers events throughout the academic year. These include industry insight sessions, recruitment fairs, employer pop-ups and skills workshops.


Funding Notes

Brunel offers a number of funding options to research students that help cover the cost of their tuition fees, contribute to living expenses or both. See more information here: View Website. The UK Government is also offering Doctoral Student Loans for eligible students, and there is some funding available through the Research Councils. Many of our international students benefit from funding provided by their governments or employers. Brunel alumni enjoy tuition fee discounts of 15%.

References

Linear regression for face recognition, IEEE Trans Pattern Anal Mach Intell - https://ieeexplore.ieee.org/document/5506092
Robust Statistics - https://www.infona.pl/resource/bwmeta1.element.wiley-1345-n9780470434697
Robust Regression for Face Recognition - https://www.researchgate.net/publication/220600026_Robust_Regression_for_Face_Recognition

How good is research at Brunel University London in Mathematical Sciences?


Research output data provided by the Research Excellence Framework (REF)

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