Keyword

common spatial pattern

Description: A signal-processing method that extracts spatial filters maximizing differences in variance between classes, commonly used to classify EEG signals.

Primary topic: EEG and Brain-Computer Interfaces (92%)

Wikidata ID: wiki/Q5153620

OpenAlex ID: keywords/common-spatial-pattern

Optimal spatial filtering of single trial EEG during imagined hand movement

2000 · H. Ramoser, J. Muller-Gerking, et al. · IEEE Transactions on Rehabilitation Engineering · 2,452

Optimizing Spatial filters for Robust EEG Single-Trial Analysis

2008 · Benjamin Blankertz, Ryota Tomioka, et al. · IEEE Signal Processing Magazine · 2,078

Filter Bank Common Spatial Pattern (FBCSP) in Brain-Computer Interface

2008 · Kai Keng Ang, Zhang Yang Chin, et al. · IEEE International Joint Conference on Neural Networks (IJCNN) · 1,509

Filter Bank Common Spatial Pattern Algorithm on BCI Competition IV Datasets 2a and 2b

2012 · Kai Keng Ang, Zheng Yang Chin, et al. · Frontiers in Neuroscience · 1,259

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Regularizing Common Spatial Patterns to Improve BCI Designs: Unified Theory and New Algorithms

2010 · Fabien Lotte, Cuntai Guan · IEEE Transactions on Biomedical Engineering · 1,047

Designing optimal spatial filters for single-trial EEG classification in a movement task

1999 · Johannes Müller-Gerking, Gert Pfurtscheller, et al. · Clinical Neurophysiology · 844

Learning Temporal Information for Brain-Computer Interface Using Convolutional Neural Networks

2018 · Siavash Sakhavi, Cuntai Guan, et al. · IEEE Transactions on Neural Networks and Learning Systems · 657

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Spatio-spectral filters for improving the classification of single trial EEG

2005 · S. Lemm, B. Blankertz, et al. · IEEE Transactions on Biomedical Engineering · 643

Optimizing the Channel Selection and Classification Accuracy in EEG-Based BCI

2011 · Mahnaz Arvaneh, Cuntai Guan, et al. · IEEE Transactions on Biomedical Engineering · 424

Emotion classification based on gamma-band EEG

2009 · Mu Li, Bao-Liang Lu · 412

Common Spatial Pattern Method for Channel Selelction in Motor Imagery Based Brain-computer Interface

2005 · Yijun Wang, Shangkai Gao, et al. · 392

Multiclass Common Spatial Patterns and Information Theoretic Feature Extraction

2008 · Moritz Grosse-Wentrup, Martin Buss · IEEE Transactions on Biomedical Engineering · 389

Real-time EEG analysis with subject-specific spatial patterns for a brain-computer interface (BCI)

2000 · C. Guger, H. Ramoser, et al. · IEEE Transactions on Rehabilitation Engineering · 383

Interpretable deep neural networks for single-trial EEG classification

2016 · Irene Sturm, Sebastian Lapuschkin, et al. · Journal of Neuroscience Methods · 375

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Spatial patterns underlying population differences in the background EEG

1990 · Zoltan J. Koles, Michael S. Lazar, et al. · Brain Topography · 362

LSTM-Based EEG Classification in Motor Imagery Tasks

2018 · Ping Wang, Aimin Jiang, et al. · IEEE Transactions on Neural Systems and Rehabilitation Engineering · 359

Correlation-based channel selection and regularized feature optimization for MI-based BCI

2019 · Jing Jin, Yangyang Miao, et al. · Neural Networks · 339

Temporally Constrained Sparse Group Spatial Patterns for Motor Imagery BCI

2018 · Yu Zhang, Chang S. Nam, et al. · IEEE Transactions on Cybernetics · 331

Epilepsy Seizure Prediction on EEG Using Common Spatial Pattern and Convolutional Neural Network

2019 · Yuan Zhang, Yao Guo, et al. · IEEE Journal of Biomedical and Health Informatics · 321

A New Discriminative Common Spatial Pattern Method for Motor Imagery Brain–Computer Interfaces

2009 · Kavitha P. Thomas, Cuntai Guan, et al. · IEEE Transactions on Biomedical Engineering · 321

Regularized Common Spatial Pattern With Aggregation for EEG Classification in Small-Sample Setting

2010 · Haiping Lu, How-Lung Eng, et al. · IEEE Transactions on Biomedical Engineering · 308

Seperability of four-class motor imagery data using independent components analysis

2006 · M Naeem, C Brunner, et al. · Journal of Neural Engineering · 295

A Sliding Window Common Spatial Pattern for Enhancing Motor Imagery Classification in EEG-BCI

2021 · Pramod Gaur, Harsh Gupta, et al. · IEEE Transactions on Instrumentation and Measurement · 282

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Single-trial classification of vowel speech imagery using common spatial patterns

2009 · Charles S. DaSalla, Hiroyuki Kambara, et al. · Neural Networks · 274

Internal Feature Selection Method of CSP Based on L1-Norm and Dempster–Shafer Theory

2020 · Jing Jin, Ruocheng Xiao, et al. · IEEE Transactions on Neural Networks and Learning Systems · 267

Works count: 2,425

Citation count: 52,300