Support Vector Machine Classification Using Psychological and Medical-Social Features in Patients with Fibromialgya and Arthritis
Journal Title: Scholars Journal of Engineering and Technology - Year 2015, Vol 3, Issue 5
Abstract
The SVM classifier is a very powerful tool for helping to diagnose illnesses. Subjects can be classified according to certain characteristics related to pathology. In this paper, the aim is to undertake a classification of arthritis and fibromyalgia pathologies using medico-social and psychopathological characteristics obtained from questionnaires, with a very high classification percentage having been obtained. A 96.4035% success rate was obtained using the SVM classifier only by introducing the psychopathological characteristics. Only specific questionnaires could be put together and the subject diagnosed if they have either fibromyalgia or arthritis, whereby the cost of tests that these types of pathology entail might be considerably reduced. Keywords: Arthritis, fibromyalgia, classification, SVM, sensitivity, specificity, pathological, medico-social
Authors and Affiliations
Yolanda Garcia-Chimeno, Begoña Garcia-Zapirain, Heather Rogers
Keywords
Related Articles
- EP ID EP385169
- DOI -
- Views 50
- Downloads 0
Comparative Analysis of 0.32% Carbon Heat Treated and Non-Heat Treated Medium Carbon Steel for an Injection Mould Development
This study, centres on the assessment of the properties of medium carbon steel for injection mould, heat treatment of the mould materials and reassessment of the heat treated medium carbon steel mould material at a tempe...
Multilingual Sentiment Analysis on Twitter dataset using Naive Bayes Algorithm
Sentiment Analysis which frequently passes by the name opinion mining is one of the noticeable field in lots of research is going ahead because of its interminable application like online networking monitoring, product r...
Empirical evaluation of dynamic parameters of simple and nano drilling fluid
The energy of a nation is largely conditioned by the extent of prospective, surveyed and extracted oil and gas reserves and other natural resources. Hence this is the main source of somewhere economy. Experiments are hel...
Design and Fabrication of Low Cost Portable Lawn Mower
In current days, grass cutter machines are operated by fuel and electrical energy which are costly and requires high maintenance. Hence, in this study, a hand-held operated machine for grass cutting was designed and fabr...
A Model of Pipeline Flow Monitoring in Wide Area Wireless Sensor Network
Designing a model for pipeline flow monitoring using Wide Area Network (WAN) as well as low power wireless sensor nodes has been the general goal of design engineers. Such network desires to have a Wide Area Wireless Sen...