Cargando…

Big data, machine learning and artificial intelligence: a neurologist’s guide

Modern clinical practice requires the integration and interpretation of ever-expanding volumes of clinical data. There is, therefore, an imperative to develop efficient ways to process and understand these large amounts of data. Neurologists work to understand the function of biological neural netwo...

Descripción completa

Detalles Bibliográficos
Autores principales: Auger, Stephen D, Jacobs, Benjamin M, Dobson, Ruth, Marshall, Charles R, Noyce, Alastair J
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BMJ Publishing Group 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7841474/
https://www.ncbi.nlm.nih.gov/pubmed/32994368
http://dx.doi.org/10.1136/practneurol-2020-002688
_version_ 1783643815796539392
author Auger, Stephen D
Jacobs, Benjamin M
Dobson, Ruth
Marshall, Charles R
Noyce, Alastair J
author_facet Auger, Stephen D
Jacobs, Benjamin M
Dobson, Ruth
Marshall, Charles R
Noyce, Alastair J
author_sort Auger, Stephen D
collection PubMed
description Modern clinical practice requires the integration and interpretation of ever-expanding volumes of clinical data. There is, therefore, an imperative to develop efficient ways to process and understand these large amounts of data. Neurologists work to understand the function of biological neural networks, but artificial neural networks and other forms of machine learning algorithm are likely to be increasingly encountered in clinical practice. As their use increases, clinicians will need to understand the basic principles and common types of algorithm. We aim to provide a coherent introduction to this jargon-heavy subject and equip neurologists with the tools to understand, critically appraise and apply insights from this burgeoning field.
format Online
Article
Text
id pubmed-7841474
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher BMJ Publishing Group
record_format MEDLINE/PubMed
spelling pubmed-78414742021-02-04 Big data, machine learning and artificial intelligence: a neurologist’s guide Auger, Stephen D Jacobs, Benjamin M Dobson, Ruth Marshall, Charles R Noyce, Alastair J Pract Neurol Review Modern clinical practice requires the integration and interpretation of ever-expanding volumes of clinical data. There is, therefore, an imperative to develop efficient ways to process and understand these large amounts of data. Neurologists work to understand the function of biological neural networks, but artificial neural networks and other forms of machine learning algorithm are likely to be increasingly encountered in clinical practice. As their use increases, clinicians will need to understand the basic principles and common types of algorithm. We aim to provide a coherent introduction to this jargon-heavy subject and equip neurologists with the tools to understand, critically appraise and apply insights from this burgeoning field. BMJ Publishing Group 2021-02 2020-09-29 /pmc/articles/PMC7841474/ /pubmed/32994368 http://dx.doi.org/10.1136/practneurol-2020-002688 Text en © Author(s) (or their employer(s)) 2021. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ. https://creativecommons.org/licenses/by/4.0/ https://creativecommons.org/licenses/by/4.0/This is an open access article distributed in accordance with the Creative Commons Attribution 4.0 Unported (CC BY 4.0) license, which permits others to copy, redistribute, remix, transform and build upon this work for any purpose, provided the original work is properly cited, a link to the licence is given, and indication of whether changes were made. See: https://creativecommons.org/licenses/by/4.0/.
spellingShingle Review
Auger, Stephen D
Jacobs, Benjamin M
Dobson, Ruth
Marshall, Charles R
Noyce, Alastair J
Big data, machine learning and artificial intelligence: a neurologist’s guide
title Big data, machine learning and artificial intelligence: a neurologist’s guide
title_full Big data, machine learning and artificial intelligence: a neurologist’s guide
title_fullStr Big data, machine learning and artificial intelligence: a neurologist’s guide
title_full_unstemmed Big data, machine learning and artificial intelligence: a neurologist’s guide
title_short Big data, machine learning and artificial intelligence: a neurologist’s guide
title_sort big data, machine learning and artificial intelligence: a neurologist’s guide
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7841474/
https://www.ncbi.nlm.nih.gov/pubmed/32994368
http://dx.doi.org/10.1136/practneurol-2020-002688
work_keys_str_mv AT augerstephend bigdatamachinelearningandartificialintelligenceaneurologistsguide
AT jacobsbenjaminm bigdatamachinelearningandartificialintelligenceaneurologistsguide
AT dobsonruth bigdatamachinelearningandartificialintelligenceaneurologistsguide
AT marshallcharlesr bigdatamachinelearningandartificialintelligenceaneurologistsguide
AT noycealastairj bigdatamachinelearningandartificialintelligenceaneurologistsguide