Linear feature extraction using sufficient statistic. - Mohammad Shahin Mahanta; Konstantinos N. Plataniotis (ICASSP, 2010)

Spatio-spectral sufficient statistic for mental imagery EEG signals. - Mohammad Shahin Mahanta; Amirhossein S. Aghaei; Konstantinos N. Plataniotis; Subbarayan Pasupathy (IJCNN, 2010)

Statistical characterization of complex-valued EEG spectrum during mental imagery tasks. - Amirhossein S. Aghaei; Mohammad Shahin Mahanta; Konstantinos N. Plataniotis; Subbarayan Pasupathy (EMBC, 2011)

A Bayes optimal matrix-variate LDA for extraction of spatio-spectral features from EEG signals. - Mohammad Shahin Mahanta; Amirhossein S. Aghaei; Konstantinos N. Plataniotis (EMBC, 2012)

A heteroscedastic extension of LDA based on multi-class matusita affinity. - Mohammad Shahin Mahanta; Konstantinos N. Plataniotis (ICASSP, 2012)

Heteroscedastic linear feature extraction based on sufficiency conditions. - Mohammad Shahin Mahanta; Amirhossein S. Aghaei; Konstantinos N. Plataniotis; Subbarayan Pasupathy (Pattern Recognit., 2012)

Separable common spatio-spectral pattern algorithm for classification of EEG signals. - Amirhossein S. Aghaei; Mohammad Shahin Mahanta; Konstantinos N. Plataniotis (ICASSP, 2013)

Regularized LDA based on separable scatter matrices for classification of spatio-spectral EEG patterns. - Mohammad Shahin Mahanta; Amirhossein S. Aghaei; Konstantinos N. Plataniotis (ICASSP, 2013)

Ranking 2DLDA features based on fisher discriminance. - Mohammad Shahin Mahanta; Konstantinos N. Plataniotis (ICASSP, 2014)

2DLDA as matrix-variate formulation of a separable 1DLDA. - Mohammad Shahin Mahanta; Konstantinos N. Plataniotis (Pattern Recognit. Lett., 2015)

Separable Common Spatio-Spectral Patterns for Motor Imagery BCI Systems. - Amirhossein S. Aghaei; Mohammad Shahin Mahanta; Konstantinos N. Plataniotis (IEEE Trans. Biomed. Eng., 2016)