Developing a Mathematical Model to Detect Diabetes Using Multigene Genetic Programming
Journal Title: International Journal of Advanced Research in Artificial Intelligence(IJARAI) - Year 2014, Vol 3, Issue 10
Abstract
Diabetes Mellitus is one of the deadly diseases growing at a rapid rate in the developing countries. Diabetes Mellitus is being one of the major contributors to the mortality rate. It is the sixth reason for death worldwide. Early detection of the disease is highly recommended. This paper attempts to enhance the detection of diabetic based on set of attributes collected from the patients to develop a mathematical model using Multigene Symbolic Regression Genetic Programming technique. Genetic Programming (GP) showed significant advantages on evolving nonlinear model which can be used for prediction. The developed GP model is evaluated using Pima Indian data set and showed higher capability and accuracy in detection and diagnosis of Diabetes.
Authors and Affiliations
Ahlam Sharief, Alaa Sheta
An Expert System-Based Evaluation of Civics Education as a Means of Character Education Based on Local Culture in the Universities in Buleleng
Civics education as a means of character education based on local culture has the mission to develop values and attitudes. In the educational process, various strategies and methods of value education can be used....
Hybrid Systems for Knowledge Representation in Artificial Intelligence
There are few knowledge representation (KR) techniques available for efficiently representing knowledge. However, with the increase in complexity, better methods are needed. Some researchers came up with hybrid mechanism...
Density Based Support Vector Machines for Classification
Support Vector Machines (SVM) is the most successful algorithm for classification problems. SVM learns the decision boundary from two classes (for Binary Classification) of training points. However, sometimes there...
Proposal of Tabu Search Algorithm Based on Cuckoo Search
This paper presents a new version of Tabu Search (TS) based on Cuckoo Search (CS) called (Tabu-Cuckoo Search TCS) to reduce the effect of the TS problems. The proposed algorithm provides a more diversity to candida...
The Research of the Relationship between Perceived Stress Level and Times of Vibration of Vocal Folds
Whether a syllable is perceived as stressed or not and whether the stress is strong or weak are hot issues in speech prosody research and speech recognition. A focus of the stress study is on the investigation of the aco...