PMID- 23467061
OWN - NLM
STAT- MEDLINE
DCOM- 20140310
LR  - 20190805
IS  - 1744-5485 (Print)
IS  - 1744-5485 (Linking)
VI  - 9
IP  - 2
DP  - 2013
TI  - Identification of motor imagery tasks through CC-LR algorithm in brain computer 
      interface.
PG  - 156-72
LID - 10.1504/IJBRA.2013.052447 [doi]
AB  - This study focuses on the identification of Motor Imagery (MI) tasks for the 
      development of Brain Computer Interface (BCI) technologies combining 
      Cross-Correlation and Logistic Regression (CC-LR) techniques. The proposed method 
      is tested on two benchmark data sets, IVa and IVb of BCI Competition III, and the 
      performance is evaluated through a 3-fold cross-validation procedure. The 
      experimental outcomes are compared with two recently reported algorithms, 
      R-Common Spatial Pattern (CSP) with aggregation and Clustering Technique 
      (CT)-based Least Square Support Vector Machine (LS-SVM) and also other four 
      algorithms using data set IVa. The results demonstrate that our proposed method 
      results in an improvement of at least 3.47% compared with the existing methods 
      tested.
FAU - Siuly
AU  - Siuly
AD  - Department of Mathematics and Computing, University of Southern Queensland, 
      Toowoomba, Australia.
FAU - Li, Yan
AU  - Li Y
FAU - Wen, Peng
AU  - Wen P
LA  - eng
PT  - Journal Article
PL  - Switzerland
TA  - Int J Bioinform Res Appl
JT  - International journal of bioinformatics research and applications
JID - 101253758
SB  - IM
MH  - *Algorithms
MH  - *Brain-Computer Interfaces
MH  - Cluster Analysis
MH  - Databases, Factual
MH  - *Imagination
MH  - Least-Squares Analysis
MH  - Logistic Models
MH  - *Motor Skills
MH  - Pattern Recognition, Automated
MH  - Support Vector Machine
EDAT- 2013/03/08 06:00
MHDA- 2014/03/13 06:00
CRDT- 2013/03/08 06:00
PHST- 2013/03/08 06:00 [entrez]
PHST- 2013/03/08 06:00 [pubmed]
PHST- 2014/03/13 06:00 [medline]
AID - 7285282673H72332 [pii]
AID - 10.1504/IJBRA.2013.052447 [doi]
PST - ppublish
SO  - Int J Bioinform Res Appl. 2013;9(2):156-72. doi: 10.1504/IJBRA.2013.052447.