Study of Feature Classification Methods in BCI Based on Neural Networks.

Study of Feature Classification Methods in BCI Based on Neural Networks. Research Abstract Details 

Research Abstract Table of Contents

Jump to the:

Study of Feature Classification Methods in BCI Based on Neural Networks. Abstract Text:

Boqiang Liu,Mingshi Wang,Hongqiang Yu,Lanlan Yu,Zhongguo Liu,

Feature classification is one of the important aspects in Brain-computer interfaces (BCI) system. It has been known that a higher precision can be achieved if use neutral networks in a proper way for feature classification. In this paper, three feature identification ways were introduced and discussed. In the experiment of left-right hand classification, the arithmetic of the small mean square difference is proposed and studied, so as to get a good converging in the task classification. The design method of input and output layer for the BP neural network was discussed. Experiment results show that it is a feasible processing algorithm to classify the different events.

Study of Feature Classification Methods in BCI Based on Neural Networks. Publishing Authors By Initials

B Liu,M Wang,H Yu,L Yu,Z Liu,

For similar abstracts research abstracts see: abstracts research

PUBMED ID PMID:

MEDLINE DATE:

Study of Feature Classification Methods in BCI Based on Neural Networks. Journal Published:

PUBLICATION TYPE: Journal Article

Journal: Conference proceedings : ... Annual International

VOLUME: 3

Page Numbers: 2932-5

Journal Abbreviation:

ISSN: 1557-170X

DAY: 6

MONTH: 02

YEAR: 2005

Study of Feature Classification Methods in BCI Based on Neural Networks. Information

Number of References:

LANGUAGE: eng

NlmUniqueID: 101243413

Study of Feature Classification Methods in BCI Based on Neural Networks. Keywords Mesh Terms:

KEYWORDS:

MESH TERMS:

Chemical & Substance for Abstract: Study of Feature Classification Methods in BCI Based on Neural Networks. Information

Substance Name:

Registry Number:

Grant and Affiliation Information for Study of Feature Classification Methods in BCI Based on Neural Networks.

AFFILIATION: College of Precision Instrument and Optoelectronics Engineering, Tianjin University, Tianjin, 300072, China; School of Control Science and Engineering, Shandong University, Jinan, 250061, China.

Country: United States

AGENCY:

GRANT:

ACRONYM:

MEDLINETA: Conf Proc IEEE Eng Med Biol So

REFSOURCE:

DATABASENAME:

ACCESSION NUMBER:

Number Hits: 0

Study of Feature Classification Methods in BCI Based on Neural Networks Related Publications

• Altered mucin gene expression in stone-containing intrahepatic bile ducts and cholangiocarcinomas.
• Clinical study on labor pain relief using the combined spinal-epidural analgesia and inhaling nitrous oxide.
• Detection of cariogenic Streptococcus mutans by quantitative polymerase chain reaction.
• Diagnosis and treatment of primary gastric non-Hodgkin's lymphoma: analysis of 157 patients.
• Experimental study on the effect of cyclosporine A drug delivery system implanted in anterior chamber on high-risk corneal graft rejection.
• Inhibitory effects of RRR-alpha-tocopheryl succinate on benzo(a)pyrene (B(a)P)-induced forestomach carcinogenesis in female mice.
• Mechanism and treatments of regression and haze after photorefractive keratectomy.
• Reconstruction and transplantation of composite skin containing keratinocytes and fibroblasts.
• Studies of WT1 gene expression in leukemia patients.
• [A case report of primary sclerosing cholangiolitis with Budd-Chiari syndrome]
• [A study on the epidemiological characteristics and the preventive measures of rabies in Shanghai]
• [Clinical and pathological characteristics of primary biliary cirrhosis]
• [Clinical results of transmyocardial laser revascularization for 77 patients with coronary artery disease]
• [Difference in action sites between mecamylamine and hexamethonium on nicotinic receptors of sympathetic neurons]
• [Differences of nitric oxide synthase expression and activity between splanchnic arterial and venous vessels of cirrhotic rats]
• [Effects of recombinant human bone morphogenic protein-2 and hyaluronic acid on invasion of brain glioma in vivo]
• [Improved three-dimension reconstruction of serial frozen tissue sections of the temporal bone of guinea pigs]
• [Measurement of anti-acetaldehyde protein adduct IgA, IgG, IgM antibody titers in the sera of human alcoholics]
• [Recent research advances in oxidized high density lipoproteins]
• [Regulation of c-myc expression in leukemic cell line Meg-01 by the death domain of Fas gene]
• [Relationship between the proliferative activity of cancer cells and microvessel density in portal vein thrombosis and transfer of hepatocellular carcinoma]
• [Studies on cell transformation and cell cycle in human embryo lungs induced by nickel compounds]
• [Study on the epidemiological feature and control measure for rabies from 1990 to 2000 in Jiangsu province]
• [Surgical treatment of epispadias]
• [The application of colour Doppler and ultrasonography the grading and staging of chronic hepatitis with and without liver cirrhosis]
• [The determination of anions of very weak acids by incompletely suppressed conductometric detection]
• [The experimental study on the activity of rhBMP-2, coral and collagen composites inducing intramuscle bone]
• [The expression of P16, P21(WAF1/CIP1) and Cyclin D1 proteins in skin of patients with arseniasis caused by coal-burning and their significance]
• [The sinus node itself also plays a role in heart rate slowing down during postnatal development]
• [The ultrastructure of bone morphogenetic protein 2 gene transfected human periodontal ligament fibroblasts]