SS-SVM (3SVM): A New Classification Method for Hepatitis Disease Diagnosis
Journal Title: International Journal of Advanced Computer Science & Applications - Year 2013, Vol 4, Issue 2
Abstract
In this paper, a new classification approach combining support vector machine with scatter search approach for hepatitis disease diagnosis is presented, called 3SVM. The scatter search approach is used to find near optimal values of SVM parameters and its kernel parameters. The hepatitis dataset is obtained from UCI. Experimental results and comparisons prove that the 3SVM gives better outcomes and has a competitive performance relative to other published methods found in literature, where the average accuracy rate obtained is 98.75%.
Authors and Affiliations
Mohammed H. Afif, Abdel-Rahman Hedar, Taysir Hamid, Yousef B. Mahdy
Monitoring, Detection and Control Techniques of Agriculture Pests and Diseases using Wireless Sensor Network: A Review
Wireless sensor network technology is widely used in the western world for improving agriculture output. However, in the developing countries, the adaptation of technology is very slow due to various factors such as cost...
Arabic Text Classification using Feature-Reduction Techniques for Detecting Violence on Social Media
With the current increase in the number of online users, there has been a concomitant increase in the amount of data shared online. Techniques for discovering knowledge from these data can provide us with valuable inform...
An Improved Malicious Behaviour Detection Via k-Means and Decision Tree
Data Mining algorithm which is applied as an anomaly detection system has been considered as one of the essential techniques in malicious behaviour detection. Unfortunately, such detection system is known for its inclina...
Multimodal Age-Group Recognition for Opinion Video Logs using Ensemble of Neural Networks
With the wide spread usage of smartphones and social media platforms, video logging is gaining an increasing popularity, especially after the advent of YouTube in 2005 with hundred millions of views per day. It has attra...
Hardware Implementation for the Echo Canceller System based Subband Technique using TMS320C6713 DSP Kit
The acoustic echo cancellation system is very important in the communication applications that are used these days; in view of this importance we have implemented this system practically by using DSP TMS320C6713 Starter...