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algorithm PhD Projects, Programmes & Scholarships
We have 59 algorithm PhD Projects, Programmes & Scholarships
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Developing an algorithm for detecting placenta abnormalities
The placenta plays an important role during pregnancy by transporting nutrients to the fetus. Occasionally the placenta does not function properly, giving rise to a range of issues such as placenta accrete and intrauterine growth restrictions (IUGR). Read more
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Patient-centric Machine Learning Approach to Improve Clinical Trial Efficiency and Effectiveness
This 4-year University of Bristol PhD scholarship is funded by Roche a global biotech company, a leading provider of in-vitro diagnostics and a global supplier of transformative innovative solutions across major disease areas. Read more
Machine Learning and Hyper-heuristics
Hyper-heuristics (HH) have been successfully used to solve combinatorial problems from different problem domains, such as vehicle routing, bin packing and constraint satisfaction problems. Read more
Efficient and scalable consensus algorithms for decentralised cryptocurrencies [Self Funded Students Only]
A decentralised cryptocurrency, such as Bitcoin invented by Satoshi Nakamoto, is a digital currency that can be transferred between users in a peer-to-peer manner without a centralised authority such as a Bank. Read more
Computational efficiency and simplicity in predictive control for linear and non-linear systems
Predictive control (MPC) is by now a well-established methodology whereby one bases the design of the control law on the optimisation of system predictions. Read more
Enhanced Deep Learning via Optimisation in Computational Imaging
Context. The project will be co-supervised at Heriot-Watt University (Edinburgh, UK), and CentraleSupélec (University Paris-Saclay, France). Read more
UAV-assisted Distributed Blockchain Technology to Secure the IoTs from DDoS
Internet-of-Things (IoT) is an ecosystem of sensors and physical devices that are accessible through the Internet. Read more
Exploration of deep learning based generative adversarial networks (GANs) to mitigate bias in the evaluation of medical images among diverse population and disease sub-groups
Medical image analysis using Deep Learning models involves training on progressively larger datasets. Homogeneity of data within the training set, particularly in its representation of diverse population sub-groups and various disease stages, substantially influences model effectiveness. Read more
Development of a Framework for Quantum Resistant Distributed Ledger Technologies
Summary. Large-scale quantum computing will have a profound effect on the industry, the economy and society. Read more
Trustworthy Multi-source Learning with Provable Bounds
Morden machine learning tasks such as multi-modal learning, multi-view learning, domain adaptation/transfer learning, zero/few-shot learning, human-in-the-loop modelling, etc. Read more
Correlation ensembles in complex networks
The project is centred on characterizing a new type of complex network ensemble. In studying complex systems, researchers often use graph-sampling methods to build networks obeying given constraints, such as a degree sequence or a joint-degree matrix (JDM). Read more
Hardware Acceleration for AI
Artificial Intelligence (AI) is becoming the default choice for many of the applications in the industries such as image processing and pattern recognition. Read more
Computational Acoustics: Predicting, Simulating and/or Auralising how the world sounds
Research Group:
Acoustics Research Centre
This PhD is about development of novel computational algorithms for simulating acoustic wave physics (sound). Read more
Incremental machine learning with emerging new classes and application to edge computing [Self-Funded Students only]
Research Group:
Complex Systems
Standard classification methods can only classify pre-defined classes, i.e., they classify a new instance into one (or multiple) of the known classes. Read more
Cryo-EM studies of amyloids in neurodegeneration
Our group develops new algorithms for cryo-EM structure determination and implements these in the popular image processing software RELION. Read more