A Classification Technique for Microarray Gene Expression Data using PSO-FLANN
Journal Title: International Journal on Computer Science and Engineering - Year 2012, Vol 4, Issue 9
Abstract
Despite of an increased global effort to end breast cancer, it continues to be most common cancer deaths in women. This problem reminds that new therapeutic approaches are desperately needed to improve patient survival rate. This requires proper diagnosis of disease and classification of tumor type based on genomic information according to which proper treatment can be provided to the patient. There exists a no. of classification techniques to classify the tumor types. In this paper we have focused on three different classification techniques: BPN, FLANN and PSO-FLANN and found that the integrated approach of Functional Link Artificial Neural Network (FLANN) and Particle Swarm Optimization (PSO) can better predict the disease as compared to other method.
Authors and Affiliations
Jayashree Dev , Sanjit Kumar Dash , Sweta Dash , Madhusmita Swain
Keywords
Related Articles
- EP ID EP150960
- DOI -
- Views 136
- Downloads 0
Solution for Vehicles Noise Cancellation With Modification of LMS Adaptive Algorithm
The problems of noise cancelling systems are based on the specific characteristics of their sources. Therefore, the knowledge of each noise source should be represented prior to the excecution of the designed noise cance...
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...
Semantic Web Services and Its Approaches
OWL-S, IRS, WSMF are the prominent field that are the major part for Semantic Web Services. IRS-III is the first WSMO Compliant and implemented structure to support Semantic Web Services.IRS-III is the extension of previ...
An Evaluative Model for Information Retrieval System Evaluation: A Usercentered Approach
The key technology for knowledge management that guarantees access to large corpora of both structured and unstructured data is Information retrieval (IR) Systems. The ones commonly used on an everyday basis are search e...
FUZZY LOGIC BASED SOFTWARE PROCESS IMPROVIZATION FRAMEWORK FOR INDIAN SMALL SCALE SOFTWARE ORGANIZATIONS
In this paper, the authors elaborate the results obtained after analyzing and assessing the software process activities in five small to medium sized Indian software companies. This work demonstrates a cost effective fra...