DOI: 10.25666/dataosu-2022-03-25
title: Review SVM EEG
title: Review SVM EEG

description: Dataset (table) of a literature review of Electroencephalography (EEG) and Support Vector Machines (SVM), up to and including 2020.
description: Tableau de données sur une revue de la littérature ElectroEncéphaloGraphie (EEG) et Support Vector Machines (SVM), jusqu'à 2020 inclus.
description: Audience: University: master, Research
description: UpdatePeriodicity: no update
description: Project: Thèse de doctorat de Coralie Joucla, IMPRESARIO (Region Franche-Comté)
description: Derived or compiled data: The PubMed database was queried to collect a list of publications, on 22 May 2020, and on 14 January 2021, to complete the year 2020. Not all fields were collected in this second round.

The research equation used was: ``eeg support vector machine classification NOT epilepsy NOT seizure NOT review NOT sleep'', thus translated into Mesh keywords:
 ((``electroencephalography''[MeSH Terms] OR ``electroencephalography''[All Fields] OR ``eeg''[All Fields]) 
 AND (``support vector machine''[MeSH Terms] 
 OR (``support''[All Fields] AND ``vector''[All Fields] AND ``machine''[All Fields]) 
 OR ``support vector machine''[All Fields]) 
AND (``classification''[Subheading] OR ``classification''[All Fields] OR ``classification''[MeSH Terms]))
 NOT (``epilepsy''[MeSH Terms] OR ``epilepsy''[All Fields]) 
 NOT (``seizures'' [MeSH Terms] OR ``seizures'' [All Fields] OR ``seizure'' [All Fields]) 
 NOT (``review''[Publication Type] OR ``review literature as topic''[MeSH Terms] OR ``review''[All Fields]) 
 NOT (``sleep''[MeSH Terms] OR ``sleep''[All Fields]).


Inclusion criteria:
- Studies on the SVM classification of EEG signals. 
- Studies on human subjects only.

Exclusion criteria:
- Studies involving electrocorticography (ECoG) and intracortical EEG, or magnetoencephalography (MEG). 
- Literature reviews and meta-analyses. 
- Articles in languages other than English. 
- Studies on EEG and SVM, but not in classification. 

Description of the fields presented in the attached PDF.
description: Données dérivées ou compilées: La base de données PubMed a été interrogée afin de recueillir une liste d'articles, à la date du 22 mai 2020, et du 14 janvier 2021, afin de compléter l'année 2020. Tous les champs n'ont pas été relevés lors de cette seconde collecte.

L’équation de recherche utilisée est la suivante : ``eeg support vector machine classification NOT epilepsy NOT seizure NOT review NOT sleep'', ainsi traduite en mots-clefs Mesh :
 ((``electroencephalography''[MeSH Terms] OR ``electroencephalography''[All Fields] OR ``eeg''[All Fields]) 
 AND (``support vector machine''[MeSH Terms] 
 OR (``support''[All Fields] AND ``vector''[All Fields] AND ``machine''[All Fields]) 
 OR ``support vector machine''[All Fields]) 
AND (``classification''[Subheading] OR ``classification''[All Fields] OR ``classification''[MeSH Terms]))
 NOT (``epilepsy''[MeSH Terms] OR ``epilepsy''[All Fields]) 
 NOT (``seizures''[MeSH Terms] OR ``seizures''[All Fields] OR ``seizure''[All Fields]) 
 NOT (``review''[Publication Type] OR ``review literature as topic''[MeSH Terms] OR ``review''[All Fields]) 
 NOT (``sleep''[MeSH Terms] OR ``sleep''[All Fields]).


Critères d'inclusion :
- Etudes portant sur la classification des signaux EEG par SVM. 
- Etudes sur sujets humains uniquement.

Critères d'exclusion :
- Etudes portant sur l’électrocorticographie (ECoG) et l’EEG intracortical, ou sur la magnétoencéphalographie (MEG). 
- Revues de la littérature et méta-analyses. 
- Articles en langues autres que l’anglais. 
- Etudes portant sur EEG et SVM, mais pas en classification. 

Descriptif des champs présenté dans le PDF annexe.