Adaptable Web Prediction Framework for Disease Prediction Based on the Hybrid Case Based Reasoning Model
Journal Title: Engineering, Technology & Applied Science Research - Year 2016, Vol 4, Issue 6
Abstract
Nowadays, we are witnessing the rapid development of medicine and various methods that are used for early detection of diseases. In order to make quality decisions in diagnosis and prevention of disease, various decision support systems based on machine learning methods have been introduced in the medical domain. Such systems play an increasingly important role in medical practice. This paper presents a new web framework concept for disease prediction. The proposed framework is object-oriented and enables online prediction of various diseases. The framework enables online creation of different autonomous prediction models depending on the characteristics of diseases. Prediction process in the framework is based on a hybrid Case Based Reasoning classifier. The framework was evaluated on disease datasets from public repositories. Experimental evaluation shows that the proposed framework achieved high diagnosis accuracy.
Authors and Affiliations
B. Trstenjak, D. Donko, Z. Avdagic
Keywords
Related Articles
- EP ID EP110677
- DOI -
- Views 263
- Downloads 0
Brittleness and Packing Density Effects on Blast-hole Cuttings Yield of Selected Rocks
This paper evaluates brittleness and packing density to analysis their effects on blast-hole cutting yield for three selected rocks in Nigeria. Brittleness test (S20) was carried out in accordance with Norwegian Soil and...
Hopf Bifurcation Control of Subsynchronous Resonance Utilizing UPFC
The use of a unified power flow controller (UPFC) to control the bifurcations of a subsynchronous resonance (SSR) in a multi-machine power system is introduced in this study. UPFC is one of the flexible AC transmission s...
Numerical Investigation of Plastic Deformation in Two-turn Equal Channel Angular Extrusion
There has been a number of investigations in recent years reporting on the structure and properties of materials deformed to super plastic deformation (SPD). During SPD new textures can be formed and abnormal characteris...
A Review on Machine Translation in Indian Languages
Machine translation (MT) is considered an important task that can be used to attain information from documents written in different languages. In the current paper, we discuss different approaches of MT, the problems fac...
Simulating Nonlinear Oscillations of Viscoelastically Damped Mechanical Systems
The aim of this work is to propose a mathematical model in terms of an exact analytical solution that may be used in numerical simulation and prediction of oscillatory dynamics of a one-dimensional viscoelastic system ex...