Enhancing Efficiency and Accuracy of Imbalanced Datasets Using Fuzzy Neural Network
Journal Title: International Journal of Computer Science & Engineering Technology - Year 2014, Vol 5, Issue 10
Abstract
In Data Mining the class Imbalance classification problem is considered to be one of the emergent challenges. This problem occurs when the number of examples that represents one of the classes of the dataset is much lower than the other classes. To tackle with imbalance problem, preprocessing the datasets applied with oversampling method (SMOTE) was previously proposed. Generalized instances are belonging to the family of NGE(abbreviate), which achieves storing objects in Euclidean n-space. The most representative mode used in NGE learning is: classical-BNGE and RISE, recent-INNER, rule induction-RIPPER and PART. In this paper, we propose a Fuzzy Neural Network approach, which is a combination of fuzzy logic and neural networks and called as Neuro Fuzzy System, which could improve the performance and accuracy of the existing system.(explain data set). The proposed approach is compared with NGE learning using SMOTE methods. explain validation/statistical method.
Authors and Affiliations
S. Lavanya , Dr. S. Palaniswami
Keywords
Related Articles
- EP ID EP132058
- DOI -
- Views 99
- Downloads 0
Recent Developments in Superresolution
Super resolution imaging refers to inferring the missing high resolution image from low resolution image(s). Super resolution methods are generally classified into reconstruction based and learning based methods. This pa...
A Review on Recent Computer Crimes
With the evolution of technology, crimes happening with the help of computer and internet are increasing day by day and have become curse for the modern era. Cybercrime globally affects IT environment very much be it gov...
A Study on signcryption Scheme Based on Eliptic Curve
Data exchange is more essential to share information in the age of information technology to achieve the different tasks. As the transmission media is unreliable it need protection of that data moves in an unsecure commu...
Analysis of Degenerated Tissue in Temporal Lobe of Human Brain using image segmentation Techniques
Degenerated Tissue in temporal lobe may cause diminished speech and memory difficulty. The principal of our Research work is automatic detection of degenerated tissues due to any disease in the temporal lobe. Fully autom...
Map Overlay and Zooming for Satellite Images
Map overlay and satellite image zooming makes map reading more convenient. These techniques are the building block for various analysis operations in GIS. Map overlay is performed by layering maps in the form of shapefil...