Applicability of Data Mining Technique Using Bayesians Network in Diagnosis of Genetic Diseases

Abstract

This study aims to identify a methodology to aid in the identification of diagnosis for chromosomal abnormalities and genetic diseases, presenting as a tutorial model the Turner Syndrome. So, it has been used classification techniques based in decision trees, probabilistic networks (Naïve Bayes, TAN e BAN) and neural MLP network (Multi-Layer Perception) and training algorithm by error retro-propagation. Described tools capable of propagating evidence and developing techniques of generating efficient inference techniques to combine expert knowledge with data defined in a database. We have come to a conclusion about the best solution to work out the show problem in this study that was the Naïve Bayes model, because this presented the greatest accuracy. The decision - ID3, TAN e BAN tree models presented solutions to the indicated problem, but those were not as much satisfactory as the Naïve Bayes. However, the neural network did not promote a satisfactory solution.

Authors and Affiliations

Hugo Pereira Leite Filho

Keywords

Related Articles

Model of Temperature Dependence Shape of Ytterbium -doped Fiber Amplifier Operating at 915 nm Pumping Configuration

We numerically analyze the temperature dependence of an ytterbium-doped fiber amplifier (YDFA) operating at 915 nm, investigating its gain and Noise Figure properties variation with temperature. The temperature-dependent...

Fuzzy Logic Driven Expert System for the Assessment of Software Projects Risk

This paper presents an expert risk evaluation system developed and based on up-to-date empirical study that uses a real data from huge number of software projects to identify the most factors that affect the project succ...

Literature Survey of previous research work in Models and Methodologies in Project Management

This paper provides a survey of the existing literature and research carried out in the area of project management using different models, methodologies, and frameworks. Project Management (PM) broadly means programme ma...

Orientation Capture of a Walker’s Leg Using Inexpensive Inertial Sensors with Optimized Complementary Filter Design

Accelerometers and gyroscope are often referred to as inertial sensors. They detect movement and are used for motion tracking systems in many fields. In recent years they have become much smaller, lighter and cheaper whi...

Proposed Multi-Modal Palm Veins-Face Biometric Authentication

Biometric authentication technology identifies people by their unique biological information. An account holder’s body characteristics or behaviors are registered in a database and then compared with others who may try t...

Download PDF file
  • EP ID EP98390
  • DOI 10.14569/IJACSA.2013.040107
  • Views 105
  • Downloads 0

How To Cite

Hugo Pereira Leite Filho (2013). Applicability of Data Mining Technique Using Bayesians Network in Diagnosis of Genetic Diseases. International Journal of Advanced Computer Science & Applications, 4(1), 47-50. https://europub.co.uk./articles/-A-98390