1 Library Special 1

1 Indonesian Society for Knowledge and Human Development

1 International Journal on Advanced Science, Engineering and Information Technology

1 File Application/pdf 1 1 Journal Article 1 EJournal 1 1 Other 1 Info 1 less ...

1 NeuCube 1 Spatio-Temporal Brain Data (STBD) brain data classification 1 feature selection 1 functional Magnetic Resonance Imaging (fMRI)

1 Hasibuan, Muhammad Azani; Deep learning machine that employs Spiking Neural Network (SNN) is currently one of the main techniques in computational intelligence to discover knowledge from various fields. It has been applied in many application areas include health, engineering, finances, environment, and others. This paper addresses a classification problem based on a functional Magnetic Resonance Image (fMRI) brain data experiment involving a subject who reads a sentence or looks at a picture. In the experiment, Signal to Noise Ratio (SNR) is used to select the most relevant features (voxels) before they were propagated in an SNN-based learning architecture. The spatiotemporal relationships between Spatio Temporal Brain Data (STBD) are learned and classified accordingly. All the brain regions are taken from data with label star plus-04847-v7.mat. The overall results of this experiment show that the SNR method helps to get the most relevant features from the data to produced higher accuracy for Reading a Sentence instead of Looking a Picture 1 Murli, Norhanifah; Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn Malaysia (UTHM) 86400 Parit Raja, Batu Pahat, Johor, Malaysia 1 Saharuddin, Shaznoor Shakira; Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn Malaysia (UTHM) 86400 Parit Raja, Batu Pahat, Johor, Malaysia

1 eng

1 2018

1 International Journal on Advanced Science, Engineering and Information Technology