作者
T Sunil Kumar, Kandala NVPS Rajesh, Shishir Maheswari, Vivek Kanhangad, U Rajendra Acharya
发表日期
2023/1/1
期刊
Engineering Applications of Artificial Intelligence
卷号
117
页码范围
105602
出版商
Pergamon
简介
Schizophrenia (SZ) is a severe mental disorder characterized by behavioral imbalance and impaired cognitive ability. This paper proposes a local descriptors-based automated approach for SZ detection using electroencephalogram (EEG) signals. Specifically, we introduce a local descriptor, histogram of local variance (HLV), for feature representation of EEG signals. The HLV is generated by using locally computed variances. In addition to HLV, symmetrically weighted-local binary patterns (SLBP)-based histogram features are also computed from the multi-channel EEG signals. Thus, obtained HLV and SLBP-based features are given to a correlation-based feature selection algorithm to reduce the length of the feature vector. Finally, the reduced feature vector is fed to an AdaBoost classifier to classify SZ and healthy EEG signals. Besides, we have tested the influence of the different lobe regions in detecting SZ. For …
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