AN EFFICIENT INDEXED BASED CLASSIFICATION APPROACH FOR FEATURE EVOLVING DATA STREAMS
Journal Title: International Journal of Engineering Sciences & Research Technology - Year 30, Vol 5, Issue 4
Abstract
Today, rapid growth in hardware technology has provided a means to generate huge volume of data continuously. In most of the real time data stream application data usually reach very rapidly that flows continuously in real time environment .This incoming data streams comprises of several important and interesting patterns underneath. However, mining an essential data out from this data stream, has some major challenges such as infinite length, concept evolution and concept-drift .Earlier studies, carried till now, have been mainly focusing on building accurate classification model. But, keeping glance over the huge amount of classifiers while prediction, require more response time, which makes ensemble approach being impractical for many real-world times critical data stream applications. In order to over this problem, we propose a new enhanced indexing structure that organizes all classifiers of ensemble in order to get fast prediction response in lesser amount of time .In addition to this, ensemble model is updated continuously by integrating new classifiers, while adapting to new trends. Experimental results and theoretical analysis on both real-worlds as well as synthetic data streams exhibit the better performance of our method over the existing techniques.
Authors and Affiliations
Jyoti Wagde
Keywords
Related Articles
- EP ID EP101425
- DOI 10.5281/zenodo.49791
- Views 66
- Downloads 0
Microcontroller Based Advanced Triggering Circuit for Converters/Inverters
This paper presents an advanced method of generating triggering pulse using Microcontroller (8051) whose delay angle is controlled by the feedback signal given by Analog to Digital Converter (ADC) to Microcontroll...
Design and Analysis of 5th Order Chebyshev Low Pass Filter
The design of a 5th order Chebyshev low pass filter in this paper presented. This paper discuss the different design digital IIR filter mostly Chebyshev. Results obtained are provides the magnitude resonance, phas...
CONTENT BASED INFORMATION RETRIEVAL FOR DIGITAL LIBRARY USING DOCUMENT IMAGE
In the recent year, the using of mobile devices has perceive an emerging need for improving the user experience of digital library for search, with various applications such as education, location search and product retr...
FINITE ELEMENT ANALYSIS OF SPUR GEAR USED IN LATHE HEADSTOCK
One of the important parameter of mating gears design is contact stress. This paper deals with the stress analysis of the spur gear used in headstock of a lathe machine. In this paper the stress analysis of mating gears...
EXPERIMENTAL ANALYSIS OF TRACTOR TROLLEY CHASSIS
This paper aims to redesign a modified chassis for tractor trolley by keeping the material and dimension similar and using ‘I’ cross section area instead of ‘C’ resulted in more safer stresses than ‘C’ and the mat...