1
Return

The impact of downsampling on data quality, univariate measurement and multivariate pattern analysis in event-related potential research

delete2026-05-05
delete0
delete
OA
AI
G
Guanghui Zhang
X
Xinran Wang
Y
Ying Xin
F
Fengyu Cong
W
Weiqi He *
W
Wenbo Luo *
DOI:10.1016/j.neuroimage.2026.121981delete
deleteOriginal
deleteShare
deleteSave
View PDF
Abstract

Abstract

En 中文
• Systematically evaluated the impact of downsampling on ERP analyses across seven common components (P3, N400, N170, N2pc, MMN, ERN, LRP). • The influence of univariate ERP measures depends on the measured ERP component and scoring methods • Multivariate decoding (MVPA) is robust to downsampling, maintaining high accuracy even at 64 Hz
Keywords:
ERP
downsampling
scoring metric
data quality
MVPA
AI Summary

AI Summary

Key information extracted from the uploaded paper, including a brief overview, abstract, background, key highlights, visual analysis, and future outlook.

Journal

NeuroImage cover
NeuroImage
IF:
4.5
Papers:
1.3K
Citations:
10.6W

Organization

L
liaoning normal university
Scholars:
684
Papers: 272
Citations: 0
D
Dalian University of Technology
Scholars:
5.7W
Papers: 4.3W
Citations: 5.5W
Cited Papers

Cited Papers

Citing Papers

Citing Papers