Applications are invited for a PhD studentship on Computational frameworks for high-dimensional neural data with Dr. Shabnam Kadir in the Biocomputation Research Group in the Centre for Computer Science and Informatics Research, University of Hertfordshire, U.K.
Project Description
New developments in experimental technology have led to petabytes of raw data being produced by experimental neuroscientists, which are increasingly publicly available, e.g. Allen Institute data http://www.brain-map.org/
As well as using techniques from high-dimensional statistics, machine learning, information theory, we aim to explore new approaches from mathematical fields outside statistics, such as algebraic topology. The study of networks is a particularly important topic in neuroscience: neurons communicate with each other electrically via synapses, forming intricate networks. These networks can be studied using techniques from computational topology (e.g. persistent homology, clique topology). These could be used to extract information about subnetworks and assemblies, both from large scale recordings, and via connectomics derived from simulations (Blue Brain Project).
We aim in this project to go beyond spike sorting and develop new tools and computational frameworks which would help interpret high dimensional data and interrogate how information is being processed by the brain, e.g. How are sensory stimuli (location in environment, visual and auditory stimuli) encoded? How can we characterise the neural activity associated with memory, attention, decision making and motor control?
We shall be collaborating with labs at Imperial, Pennsylvania State University and UCL.
More information can be found here: http://www.herts.ac.uk/_
Requirements
We are looking for candidates with the following profile:
- Strong first degree in a quantitative field such as mathematics, physics, computer science, engineering, computational neuroscience.
- Strong programming skills (e.g. Python, MATLAB, C++).
- Interest in neuroscience and biology would be helpful.
A studentship from the PhD Programme in Computer Science provides approximately £14,750 per annum bursary plus the payment of student fees. Applicants from outside the UK or EU are eligible.
Research in Computer Science at the University of Hertfordshire has been recognised as excellent in the latest Research Excellence Framework Assessment (2014), with 50% of the research submitted rated as internationally excellent or world-leading. The Centre for Computer Science and Informatics Research provides a very stimulating environment, offering a large number of specialised and interdisciplinary seminars as well as general training and researcher development opportunities. The University is situated in Hatfield, in the green belt just north of London.
Please contact Dr Shabnam Kadir (s.kadir2@herts.ac.uk) f
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Dr Shabnam Kadir
Senior Lecturer
School of Computer Science,
University of Hertfordshire,
Hatfield,
Hertfordshire AL10 9AB,
United Kingdom.
Tel. +44 1707 284641
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