A Dimensionality Reduction Approach for Motor Imagery Brain–Computer Interface Using Functional Clustering and Graph Signal Processing

The proposed K-GLR-DE method demonstrates significant performance in MI-BCI classification across various training conditions, including scenarios with small and limited training sets.

Authors

Institutions

Publication Details

Journal
Journal of Medical Signals & Sensors
Published
2026-02-01
DOI
https://doi.org/10.4103/jmss.jmss_88_24
Primary Topic
EEG and Brain-Computer Interfaces
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

A Dimensionality Reduction Approach for Motor Imagery Brain–Computer Interface Using Functional Clustering and Graph Signal Processing

Mohammad Davood Khalili, Hamid Saeedi-Sourck, Vahid Abootalebi
Journal of Medical Signals & Sensors
EEG and Brain-Computer Interfaces
article

A Dimensionality Reduction Approach for Motor Imagery Brain–Computer Interface Using Functional Clustering and Graph Signal Processing

Mohammad Davood Khalili, Hamid Saeedi-Sourck, Vahid Abootalebi
article en

Abstract

The proposed K-GLR-DE method demonstrates significant performance in MI-BCI classification across various training conditions, including scenarios with small and limited training sets.

Journal of Medical Signals & SensorsVol. 16(2)
Yazd University (IR)
Openalex Percentile: Top 70%
EEG and Brain-Computer Interfaces
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

A Dimensionality Reduction Approach for Motor Imagery Brain–Computer Interface Using Functional Clustering and Graph Signal Processing — Mohammad Davood Khalili, Hamid Saeedi-Sourck, et al. · Journal of Medical Signals & Sensors (2026) | TGRS Research Map | TGRS