[PDF][PDF] Tumor clustering and gene selection techniques-A survey

S Praba, AK Santra - International Journal of Computer Applications, 2012 - Citeseer
Cancer classification has become one of the active areas of research in the field of medical
sciences. Various gene selection and tumor classification techniques have been available in …

[PDF][PDF] Effective Gene Selection Techniques For Classification of Gene Expression Data

YL Chin - University of Malaysia, 2005 - eprints.utm.my
Recent introduction of microarray technology allows researchers to monitor thousands of
gene expression levels in a microarray experiment. Classification of tissue samples into …

[PDF][PDF] Machine learning based approaches for cancer classification using gene expression data

A Bhola, AK Tiwari - Machine Learning and Applications: An …, 2015 - academia.edu
The classification of different types of tumor is of great importance in cancer diagnosis and
drug discovery. Earlier studies on cancer classification have limited diagnostic ability. The …

Efficient clustering technique for feature selection in cancer gene data

N Magendiran - shodhganga.inflibnet.ac.in
In the health care sector, medical and biomedical industry is focused on developing
innovative tools to support medical practitioners. Among the various developments being …

Selecting informative genes for cancer classification using gene expression data

T Akutsu, S Miyano - Computational and Statistical Approaches to …, 2001 - Springer
Accurate classification of tumor types is very important in order to apply adequate therapies
to patients. Therefore, a lot of studies have been done for cancer classification. Most of such …

Feature (gene) selection in gene expression-based tumor classification

M Xiong, W Li, J Zhao, L Jin, E Boerwinkle - Molecular genetics and …, 2001 - Elsevier
There is increasing interest in changing the emphasis of tumor classification from
morphologic to molecular. Gene expression profiles may offer more information than …

Informative gene selection method in tumor classification

H Lee, JH Park - Genomics & informatics, 2004 - koreascience.kr
Gene expression profiles may offer more information than morphology and provide an
alternative to morphology-based tumor classification systems. Informative gene selection is …

[PDF][PDF] Tumor identification by gene expression profiles: A comparison of five different clustering methods

A Schuster¹, W Dubitzky, FJ Azuaje… - Critical Assessment of …, 2000 - academia.edu
Background: Tumors are generally classified by means of classical parameters such as
clinical course, morphology and pathohistological characteristics. Nevertheless, the …

Gene selection and classification rule generation for microarray dataset

SK Pati, AK Das - Advances in Computing and Information Technology …, 2013 - Springer
Microarray is a useful technique for measuring expression data of thousands or more of
genes simultaneously. One of challenges in classification of cancer using high-dimensional …

A survey on feature selection methods in microarray gene expression data for cancer classification

C Gunavathi, K Premalatha… - Research Journal of …, 2017 - indianjournals.com
Microarray technology is commonly used in the study of disease diagnosis using gene
expression levels. It not only received the attention of the research community but also has a …