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Gabriela Czanner |
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Research in our group
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I am a
statistician with broad interest of application and development of
statistical methods for ophthalmology and vision science. I use tools from hierarchical
modelling, mixed effect models, dimension reduction and multivariate
modelling to address problems of disease prediction and classification using
big data: imaging data, clinical data and longitudinally collected data. I am
particularly interested in developments of statistical methods in the
following areas: |
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Spatial statistical
methods and imaging statistics |
Classification of retinal disease stages using imaging data, multivariate modelling for spatial retinal images that contain pathological features, statistical feature selection and extraction from images. Collaborators: Prof Peter Diggle (U of Lancaster and UoL), Dr Yalin Zheng (UoL), Prof Simon Harding (UoL) |
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Longitudinal
modelling and prediction |
Feature selection
algorithms for classification of disease from large complex datasets in
ophthalmology and genetics. Collaborators:
Dr. Marta Garcia-Finana (UoL)
and Prof Simon Harding (UoL). |
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Statistical metrics
for surrogate and predictive biomarkers |
Information measures for evaluation of surrogate and predictive biomarkers. Collaborators: Prof Emery Brown (Harvard/MIT), Mr Ian MacCormick (UoL), Prof Brian Faragher (UoL), Prof Simon Harding (UoL) |
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My research have been funded
by the following sources
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EPSRC MRC |
University of Liverpool Centre for Mathematical Sciences in Healthcare https://news.liverpool.ac.uk/2015/12/16/57824/ Early prediction of diabetic retinopathy disease progression using longitudinal data and mixed effects models and discriminant analysis. Collaborators: Dr. Marta Garcia-Finana (PI, UoL), Dr Gabriela Czanner (Co-I), Dr Trevor Cox, Prof Simon Harding (UoL), Prof Tony Marson, Dr Laura Bonnett |
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Dunhill Medical
Trust |
Early detection in macular disease: A psychophysical screening test
for neovascular age-related macular degeneration. Collaborators:
Dr. Paul Knox (PI), Dr Gabriela Czanner (Co-I),
Prof Heinrich Heimann, Prof Simon Harding |
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Wellcome Trust ViP
Fellowship in Medical Science |
Statistical
modelling for neural spikes. Collaborators:
Prof Emery Brown (Harvard/MIT) |
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Last updated: 27 September 2017