Classification Approach for Attention Assessment via Singular Spectrum Analysis Based on Single-Channel Electroencephalograms

Classification Approach for Attention Assessment via Singular Spectrum Analysis Based on Single-Channel Electroencephalograms

Attention refers to the human psychological ability to focus on doing an activity. The attention assessment plays an important role in diagnosing attention deficit hyperactivity disorder (ADHD). In this paper, the attention assessment is performed via a classification approach. First, the single-cha...

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Bibliographic Details
Main Authors: Weirong Wu, Bingo Wing-Kuen Ling, Ruilin Li, Zhengjia Lin, Qing Liu, Jizhen Shao, Charlotte Yuk-Fan Ho
Format: Article
Language:English
Published: MDPI AG 2023-01-01
Series:Sensors
Subjects:
singular spectrum analysis
empirical mode decomposition
single-channel electroencephalograms
attention assessment
random forest
back-propagation neural network
Online Access:https://www.mdpi.com/1424-8220/23/2/761

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https://www.mdpi.com/1424-8220/23/2/761

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