Major Depression Detection from EEG Signals Using Kernel Eigen-Filter-Bank Common Spatial Patterns

Shih-Cheng Liao; Chien-Te Wu; Hao-Chuan Huang; Wei-Teng Cheng; Yi-Hung Liu

doi:10.3390/s17061385

Major Depression Detection from EEG Signals Using Kernel Eigen-Filter-Bank Common Spatial Patterns

Sensors ◽

10.3390/s17061385 ◽

2017 ◽

Vol 17 (6) ◽

pp. 1385 ◽

Cited By ~ 35

Author(s):

Shih-Cheng Liao ◽

Chien-Te Wu ◽

Hao-Chuan Huang ◽

Wei-Teng Cheng ◽

Yi-Hung Liu

Keyword(s):

Major Depression ◽

Spatial Patterns ◽

Filter Bank ◽

Eeg Signals ◽

Common Spatial Patterns ◽

Depression Detection

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Artificial Neural Networks and Common Spatial Patterns for the Recognition of Motor Information from EEG Signals

Advances in Soft Computing - Lecture Notes in Computer Science ◽

10.1007/978-3-030-04491-6_9 ◽

2018 ◽

pp. 110-122 ◽

Cited By ~ 1

Author(s):

Carlos Daniel Virgilio Gonzalez ◽

Juan Humberto Sossa Azuela ◽

Javier M. Antelis

Keyword(s):

Neural Networks ◽

Artificial Neural Networks ◽

Spatial Patterns ◽

Eeg Signals ◽

Common Spatial Patterns ◽

Motor Information ◽

Artificial Neural

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Stationary Common Spatial Patterns: Towards robust classification of non-stationary EEG signals

2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) ◽

10.1109/icassp.2011.5946469 ◽

2011 ◽

Cited By ~ 7

Author(s):

Wojciech Wojcikiewicz ◽

Carmen Vidaurre ◽

Motoaki Kawanabe

Keyword(s):

Spatial Patterns ◽

Eeg Signals ◽

Robust Classification ◽

Common Spatial Patterns

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Decision support system for major depression detection using spectrogram and convolution neural network with EEG signals

Expert Systems ◽

10.1111/exsy.12773 ◽

2021 ◽

Author(s):

Hui Wen Loh ◽

Chui Ping Ooi ◽

Emrah Aydemir ◽

Turker Tuncer ◽

Sengul Dogan ◽

...

Keyword(s):

Neural Network ◽

Decision Support ◽

Major Depression ◽

Decision Support System ◽

Support System ◽

Convolution Neural Network ◽

Eeg Signals ◽

Depression Detection

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Filter bank common spatial patterns in mental workload estimation

2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) ◽

10.1109/embc.2015.7319455 ◽

2015 ◽

Cited By ~ 1

Author(s):

Mahnaz Arvaneh ◽

Alberto Umilta ◽

Ian H. Robertson

Keyword(s):

Spatial Patterns ◽

Filter Bank ◽

Mental Workload ◽

Common Spatial Patterns

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Regularized common spatial patterns with subject-to-subject transfer of EEG signals

Cognitive Neurodynamics ◽

10.1007/s11571-016-9417-x ◽

2016 ◽

Vol 11 (2) ◽

pp. 173-181 ◽

Cited By ~ 10

Author(s):

Minmin Cheng ◽

Zuhong Lu ◽

Haixian Wang

Keyword(s):

Spatial Patterns ◽

Eeg Signals ◽

Common Spatial Patterns

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Feature extraction for BCIs based on electromagnetic source localization and multiclass Filter Bank Common Spatial Patterns

2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) ◽

10.1109/embc.2015.7318722 ◽

2015 ◽

Cited By ~ 4

Author(s):

Aleksandr Zaitcev ◽

Greg Cook ◽

Wei Liu ◽

Martyn Paley ◽

Elizabeth Milne

Keyword(s):

Feature Extraction ◽

Spatial Patterns ◽

Source Localization ◽

Filter Bank ◽

Common Spatial Patterns ◽

Electromagnetic Source

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Mixtures of common spatial patterns for feature extraction of EEG signals

2008 International Conference on Machine Learning and Cybernetics ◽

10.1109/icmlc.2008.4620908 ◽

2008 ◽

Cited By ~ 1

Author(s):

Shi-Liang Sun ◽

Jin-Hua Xu ◽

Li-Yang Yu ◽

You-Guang Chen ◽

Ai-Lian Fang

Keyword(s):

Feature Extraction ◽

Spatial Patterns ◽

Eeg Signals ◽

Common Spatial Patterns

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Upper limb complex movements decoding from pre-movement EEG signals using wavelet common spatial patterns

Computer Methods and Programs in Biomedicine ◽

10.1016/j.cmpb.2019.105076 ◽

2020 ◽

Vol 183 ◽

pp. 105076 ◽

Cited By ~ 8

Author(s):

Mahdieh Mohseni ◽

Vahid Shalchyan ◽

Mads Jochumsen ◽

Imran Khan Niazi

Keyword(s):

Spatial Patterns ◽

Upper Limb ◽

Eeg Signals ◽

Common Spatial Patterns

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Discrimination of Walking and Standing from Entropy of EEG Signals and Common Spatial Patterns

2020 IEEE International Conference on Systems, Man, and Cybernetics (SMC) ◽

10.1109/smc42975.2020.9283212 ◽

2020 ◽

Author(s):

Stefano Tortora ◽

Fiorenzo Artoni ◽

Luca Tonin ◽

Carmelo Chisari ◽

Emanuele Menegatti ◽

...

Keyword(s):

Spatial Patterns ◽

Eeg Signals ◽

Common Spatial Patterns

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Relevance of Filter Bank Common Spatial Patterns Using Multiple Kernel Learning in Motor Imagery

Progress in Artificial Intelligence and Pattern Recognition - Lecture Notes in Computer Science ◽

10.1007/978-3-030-01132-1_24 ◽

2018 ◽

pp. 210-218

Author(s):

Daniel G. García-Murillo ◽

David Cárdenas-Peña ◽

Germán Castellanos-Dominguez

Keyword(s):

Motor Imagery ◽

Spatial Patterns ◽

Filter Bank ◽

Multiple Kernel Learning ◽

Kernel Learning ◽

Common Spatial Patterns ◽

Multiple Kernel

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