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 250
- Downloads 0
The Effect of Confluence Angle on the Flow Pattern at a Rectangular Open-Channel
Flow connection in channels is a phenomenon which frequently happens in rivers, water and drainage channels and urban sewage systems. The phenomenon appears to be more complex in rivers than in channels, especially at th...
A Comparative Study of Construction Waste Generation Rate Based on Different Construction Methods on Construction Project in Malaysia
High construction waste (CW) generation in Malaysia has serious impacts although there are very little available data regarding the relevant issue in Malaysia. This lack of data results in improper CW management and CW d...
Potential Recovery of Silver (Ag) from X-ray Fixer Waste by Alkaline Treatment
The study aims to establish a chemical method of silver recovery from x-ray processing fixer waste by alkaline treatment using sodium hydroxide (NaOH). The samples used in the study were collected from selected hospitals...
Comparative Investigation of Pollution Accumulation and Natural Cleaning for Different HV Insulators
High Voltage insulators are scattered throughout any HV network and a single insulator fault may cause an excessive outage. Reliability is a key issue for electric power systems and fault-free performance of insulators g...
Application of Minimum-time Optimal Control System in Buck-Boost Bi-linear Converters
In this study, the theory of minimum-time optimal control system in buck-boost bi-linear converters is described, so that output voltage regulation is carried out within minimum time. For this purpose, the Pontryagin's M...