MULTI DESIGN PICTURE ANALYSIS VIA HUGE-STRUCTURE DESIGN INTERACTION CONSUMED ACTIVITY STUDY
Journal Title: Elysium Journal of Engineering Research and Management - Year 2015, Vol 2, Issue 4
Abstract
Multi-label image classification problems have been solved by the supervised machine learning techniques with incredible profit. In spite of, un-equivalent mechanisms and their performances strongly depend on the premium of training images. However, human annotators have to put significant efforts for the acquisition of training images. This is the major problem in the applications of supervised learning techniques. The iterative learning algorithm has to select the informative example-pairs from where it learns and to learn an accurate classifier with less annotation effort that’s controlled by a high-order label correlation driven active learning (HoAL) approach is proposed in this paper. While, four critical issues are examined by the proposal HoAL. 1) The selection of granularity for the multi-label active learning require to be cleared from example to example-label pair, not alike binary cases. 2) Labels correlations provide critical information for efficient learning and different labels are rarely independent. 3) Additionally, the high-order label correlations and pair-wise label correlations are informative for multi-label active learning. 4) Hence, the number of labels is the reason to increase the number of label combinations exponentially. Whereas to discover the informative label correlations, an efficient mining method is essential. As an empirical result, the demonstration of the proposed approach is effective on public data set.
Authors and Affiliations
. Kandhan S, Balamurugan P.
Keywords
Related Articles
- EP ID EP399981
- DOI -
- Views 101
- Downloads 0
A MOBILE MULTIMEDIA CLOUD COMPUTING ON THE WEB
The terms “Corporate governance” is a new buzzword of the 21st century. In fact the word “governance” is used for addressing all the issues. Generally the word “governance” is used for governing the country or a state wh...
A SURVEY ON UNIFIED COMMUNICATION
In recent years, unified communication is becoming a critical part in enterprise communication. Voice, messaging, conferencing, presence and availability, and directories have all become fundamental requirements...
A HYBRID ABC-PSO FOR SOLVING OPTIMAL POWER FLOW PROBLEM
This paper presented an application for hybrid technique for solving optimal power flow problem that occur in power system. The proposed hybrid technique is the combination of artificial bee colony algorithm and particle...
A SURVEY ON OPTIMIZED CLOUD INSTANCE MANAGEMENT STRATEGIES USING AMAZON EC2
Cloud computing has become more and more popular now a day. This is due to the fact that it is highly compatible to provide an effective and efficient service to customers on demand. This is due to...
SURVEY AND ANALYSIS ON DATA SECURITY ISSUES FOR USERS EXERCISING CLOUD
Iaas provides access to computing resource over virtualized environment, “the Cloud”, across a public connection, usually the internet. Computing resources means the virtual server space, network conne...