A study on classification of EEG Data using the Filters
Journal Title: International Journal of Advanced Computer Science & Applications - Year 2011, Vol 2, Issue 4
Abstract
In the field of data mining, classification of data is being a difficult task for further analysis. Classifying the EEG data would require more efficient algorithms. In this paper the classification filters such as Fast Hartley Transform (FHT) and Chebyshev filters are used to classify the EEG data signals. In a bulk data set of EEG signals, the signals are classified into many channels. Though various filters are available for classification, FHT with Chebyshev and FT tree only are taken to know the efficiency in classifying the EEG data signals. When these filters are applied to the data instances the percentage of correctly classified instances is high. Based on the experimental result it is suggested that these filters could be used for the enhancement of classification of EEG data.
Authors and Affiliations
V. Baby Deepa, Dr. P. Thangaraj
Keywords
Related Articles
- EP ID EP97352
- DOI -
- Views 114
- Downloads 0
Isolated Automatic Speech Recognition of Quechua Numbers using MFCC, DTW and KNN
The Automatic Speech (ASR) area is defined as the transformation of acoustic signals into string words. This area has been being developed for many year facilitating the lives of people so it was implemented in several l...
An Effective Virtual Reality based Remedy for Acrophobia
Virtual reality (VR) Exposure Therapy with sophisticated technology has been used in the Psychological treatment. The goal is to design a virtual environment using HCI (HMD) device with an interactive and immersive reali...
Analysis of Received Power Characteristics of Commercial Photodiodes in Indoor Los Channel Visible Light Communication
To date, the photodiode still the first choice component is used in optical communication, especially for visible light communication (VLC) system. It has advantages of speed, energy consumption, and sensitivity, compare...
Study of the Performance of Multi-hop Routing Protocols in Wireless Sensor Networks
Currently in the literature, there are quite a num-ber of multi-hop routing algorithms, some of which are subject to normalization. Routing protocols based on clustering provide an efficient method for extending the life...
New electronic white cane for stair case detection and recognition using ultrasonic sensor
Blinds people need some aid to interact with their environment with more security. A new device is then proposed to enable them to see the world with their ears. Considering not only system requirements but also technolo...