Building Classification System to Predict Risk factors of Diabetic Retinopathy Using Text mining
Journal Title: International Journal on Computer Science and Engineering - Year 2010, Vol 2, Issue 7
Abstract
This Making medical decisions such as diagnosing the diseases that cause a patient’s illness is often a complex task. The Diabetic retinopathy is one of the complications of iabetes and Diabetic retinopathy is one of the most common causes of blindness. Unfortunately, in many cases the patient is not ware of any symptoms until it is too late for effective treatment. Analysis of the evoked potential response of the retina, optical nerve and optical brain centre will pave a way for early iagnosis of diabetic retinopathy and prognosis during the treatment process. The objective of this study is to identify the prevalence and severity of diabetic retinopathy and to determine the relationship between risk factors, prevalence and severity of diabetic retinopathy. We collected 3450 patients history, who are suffering with type 2 diabetes .As the available data is not in structured format, we apply text mining classification technique to predict the risk factors of the diabetic retinopathy. This study shows that a relatively short duration of case management instituted before onset of clinically identifiable retinopathy, significantly reduce the risk of developing retinopathy in patients with type 2 diabetes. A total of 1402 patients (39.8%) had evidence of retinopathy. This comprised of 32% of initial stage of DR , 20% Retinal haemorrhages, 14% patients with Mild non proliferate diabetic retinopathy, 18% with Moderate non proliferate DR, 1% with Proliferate DR ,14%with High risk.
Authors and Affiliations
S. Sagar Imambi , T. Sudha
Keywords
Related Articles
- EP ID EP113550
- DOI -
- Views 67
- Downloads 0
An Incremental framework for a Thai-English Machine Translation System using a LFG tree structure as an Interlingua
Abstract—Developing a machine translation system which can correctly translate any sentence from one language to another is a formidable and challenging task. This suggests that such a system should be implemented increm...
Cloud Based Distributed Databases: The Future Ahead
Fault tolerant systems are necessary to be there for distributed databases for data centers or distributed databases requires having fault tolerant system due to the higher data scales supported by current data centers....
The Reality of Software Reverse Engineering Education in the Jordanian Universities and How to improve it
In order to apply reverse engineering in software industry in an efficient and effective way there should be a high awareness in software reverse engineering concepts, approaches, and tools for employees in the software...
TOWARDS AN AGENT-BASED CUSTOMER KNOWLEDGE MANAGEMENT SYSTEM (ABCKMS) IN E-COMMERCE ORGANIZATIONS
Till date, e-commerce organizations still have competency challenges in Customer Knowledge Management (CKM). Organizations need to develop competencies in all aspects of CKM, from understanding who their customers really...
An Efficient Watermarking Algorithm Based on DWT and FFT Approach
Multimedia and Internet have become our daily needs. It has become a common practice to create copy, transmit and spread digital data .It leads to unauthorized duplication problem. Digital image watermarking provides a p...