A Survey on: Stratified mapping of Microarray Gene Expressiondatasets to decision tree algorithm aided through EvolutionaryDesign
Journal Title: IOSR Journals (IOSR Journal of Computer Engineering) - Year 2014, Vol 16, Issue 6
Abstract
Abstract: Analyzing gene expression data is a challenging task since the large number of features against theshortage of available examples can be prone to over fitting. In order to avoid this pitfall and achieve highperformance, some approaches construct complex classifiers, using new or well-established strategies. Inmedical decision making (classification, diagnosing) there are many situations where decision must be madeeffectively and reliably. Decision tree induction is one of the most employed methods to extract knowledge fromdata, since the representation of knowledge is very intuitive and easily understandable by humans. Conceptualsimple decision making models with the possibility of automatic learning are the most appropriate forperforming such tasks. Decision trees are a reliable and effective decision making technique that provide highclassification accuracy with a simple representation of gathered knowledge and they have been used in differentareas of medical decision making. Following recent breakthroughs in the automatic design of machine learningalgorithms, a novel approach of hyper-heuristic evolutionary algorithm called HEAD-DT that evolves designcomponents of top-down decision tree induction algorithms can be used to improve the classification accuracy
Authors and Affiliations
Ms. Neha V. Bhatambarekar , Prof. Payal S. Kulkarni
Keywords
Related Articles
- EP ID EP89023
- DOI -
- Views 133
- Downloads 0
Customized Ontology model for Web Information Gathering using Clustering
Abstract: The explosion of data leads to the problem on how information should be retrieved accurately and effectively. To address this issue, ontology’s are widely used to represent user profiles in personalized w...
Design of Smart Universal Remote using Mobile for Home Automation
Abstract: Controlling Home Appliances remotely is à main part of automation. There is a great deal of inconvenience in controlling each digital home appliance with its own separate remote. In this paper we present...
A Review on Resource Discovery Strategies in Grid Computing
Abstract : Technological, Finance, Scientific, engineering and other applications and in specific grandchallenge applications are becoming ever more demanding in terms of their computing requirements.Gradually, all...
Performance Measurement of WLAN Based On Medium Access Control for Wirelessly Connected Stations
Abstract: This paper is mainly focuses on the Medium Access Control (MAC) sublayer of the IEEE 802.11 standard for Wireless Local Area Network (WLAN) and delay measurement among the network and also compare of the traffi...
A Novel Method of Data Staging For Better Mobile User Accessibility through Cloud
Abstract: In this paper, we identify and create vantage sites to stage shared data items for the ease of mobile user accesses. As mobile users will be charged on the usage of communication bandwidth and for the amo...