Title :
Temporal Patterns Analysis in EEG Data using Sonification
Author :
Halim, Zahid ; Baig, Rauf ; Bashir, Shariq
Author_Institution :
Nat. Univ. of Comput. & Emerging Sci., Islamabad
Abstract :
Brain computer interfacing is a direct communication pathway between human and computer. The area is innovative and under active research as a subset of human computer interaction. Brain computer interfacing typically utilize electroencephalogram (EEG) data to apply machine learning and or computational intelligence techniques to trigger actions. Electroencephalogram data is a multivariate time series data whose visualization suffers from problems like cluster overlapping and high dimensionality. In this paper we present a natural alternative to visualization i.e. sonification. Thus combining the two novel area of research to explore and get better results over the conventional approaches. Sonification is the use of non-speech audio to convey information. We have presented a technique to sonify alpha, beta and gamma bands present in the Electroencephalogram data. Experiments have been performed on EEG data of a controlled subject and the results have been discussed at the end.
Keywords :
electroencephalography; human computer interaction; learning (artificial intelligence); medical computing; EEG data; brain computer interfacing; computational intelligence techniques; electroencephalogram; human computer interaction; machine learning; temporal patterns analysis; trigger actions; Brain computer interfaces; Computer interfaces; Computer science; Data visualization; Electroencephalography; Frequency; Humans; Machine learning; Pattern analysis; Rhythm; Brain Computer Interfacing; Electroencephalogram; Human Computer Interfacing; Machine Learning; Sonification;
Conference_Titel :
Information and Emerging Technologies, 2007. ICIET 2007. International Conference on
Conference_Location :
Karachi
Print_ISBN :
978-1-4244-1247-1
Electronic_ISBN :
978-1-4244-1247-1
DOI :
10.1109/ICIET.2007.4381303