Learning Approaches toward Title Word Selection on Indic Script
Journal Title: International Journal on Computer Science and Engineering - Year 2011, Vol 3, Issue 3
Abstract
Title is a compact representation of a document which distill the important information from the document. In this paper we studied the selection words as title words by using different learning approaches namely nearest neighbor approach (NN), Naive Bayes approach with limited-vocabulary (NBL), Naive Bayes approach with full vocabulary (NBF) and by using a term weighing approach (tf-idf). We compare the performance of these approaches by using F1 metric. We compare the F1 metric results both on English Script and Indic Script ' Telugu'. We concluded the influence of linguistic complexity in the process of Title word selection.
Authors and Affiliations
P. Vijayapal Reddy , A. Govardhan
Keywords
Related Articles
- EP ID EP91913
- DOI -
- Views 128
- Downloads 0
Web Based ‘C’ IDE: Approach
A Web based environment has been designed to execute C programs without explicitly installing any compilers on the machine, thus addressing the concerns of portability and accessibility. The environment runs on a Linux s...
AGE CLASSIFICATIONS BASED ON SECOND ORDER IMAGE COMPRESSED AND FUZZY REDUCED GREY LEVEL (SICFRG) MODEL
One of the most fundamental issues in image classification and recognition are how to characterize images using derived features. Many texture classification and recognition problems in the literature usually require the...
Classification and Evaluation the Privacy Preserving Data Mining Techniques by using a Data Modification–based Framework
In recent years, the data mining techniques have met a serious challenge due to the increased concerning and worries of the privacy, that is, protecting the privacy of the critical and sensitive data. Different technique...
MESSAGE INDUCED SOFT CHEKPOINTING FOR RECOVERY IN MOBILE ENVIRONMENTS
Checkpointing is one of the commonly used techniques to provide fault tolerance in distributed systems so that the system can operate even if one or more components have failed. However, mobile computing systems are cons...
Two-Level Dynamic Load Balancing Algorithm Using Load Thresholds and Pairwise Immigration
This paper proposes a two-level dynamic load balancing scheme for grid and distributed systems. We focus on reducing average task response time. In order to achieve the goals, efficient dynamic load balancing is required...