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Data science in translational vision science and technology

Zarbin, M; Lee, A; Keane, P; Chiang, M; (2021) Data science in translational vision science and technology. Translational Vision Science and Technology , 10 (8) , Article 20. 10.1167/tvst.10.8.20. Green open access

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Abstract

What is Data Science? Data science involves the use of a variety of quantitative methods (e.g. mathematics, statistics, computer science) to extract useful information from structured and unstructured data.1 Typically, data scientists undertake exploratory data analysis by deploying machine learning principles and algorithms to identify patterns in rawdata with the purpose of understanding processes and predicting outcomes. These analytic approaches include predictive causal analytics, prescriptive analytics, and machine learning for pattern discovery and outcome prediction, and they require a large volume and variety of data (i.e. structured as well as unstructured data).

Type: Article
Title: Data science in translational vision science and technology
Open access status: An open access version is available from UCL Discovery
DOI: 10.1167/tvst.10.8.20
Publisher version: https://doi.org/10.1167/tvst.10.8.20
Language: English
Additional information: This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License. See: https://creativecommons.org/licenses/by-nc-nd/4.0/
UCL classification: UCL
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences > Institute of Ophthalmology
URI: https://discovery.ucl.ac.uk/id/eprint/10133132
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