University of East Anglia Featured PhD Programmes
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Bournemouth University Featured PhD Programmes

Multi-Agent Learning on Sensory data for Autonomous Systems

  • Full or part time
  • Application Deadline
    Applications accepted all year round
  • Self-Funded PhD Students Only
    Self-Funded PhD Students Only

Project Description

In many real world applications data is not static but arrives in data streams. On-line learning methods suits these applications by adjusting the learning policy incrementally as soon as new data arrives. In on-line settings agents never stop learning, while keep exploring the environment they learn, adapt and relearn in order to improve long term strategy. Constant exploration degrades system performance, so a balance is required between exploration and exploitation. This project aims to design a robust version of on-line reinforcement learning which overcomes the limitations of the sensory data such as missing values, outliers, and uncertainty etc. in order to improve convergence.

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. Recently the UK Government made available the Doctoral Student Loans of up to £25,000 for UK and EU 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%.)

How good is research at Brunel University London in General Engineering?

FTE Category A staff submitted: 63.45

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

Click here to see the results for all UK universities

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