Comparing Neural Network Approach with N-Gram Approach for Text Categorization
Journal Title: International Journal on Computer Science and Engineering - Year 2010, Vol 2, Issue 1
Abstract
This paper compares Neural network Approach with N-gram approach, for text categorization, and demonstrates that Neural Network approach is similar to the N-gram approach but with much less judging time. Both methods demonstrated here are aimed at language identification. The presence of particular characters, words and the statistical information of word lengths are used as a feature vector. In an identification experiment with Asian languages the neural network approach achieved 98% correct classification rate with 500 bytes, but it is five times faster than n-gram based approach.
Authors and Affiliations
A. Suresh Babu , P. N. V. S. Pavan Kumar
Keywords
Related Articles
- EP ID EP113235
- DOI -
- Views 114
- Downloads 0
Characterization of Tiny Interpolated Objects Using B-Spline Computation
In this paper a novel medical image processing system is discussed. A modified algorithm for the reduced hardware has been designed. Finally some suitable modification in the hardware is made. In Medical Image Processing...
Study of Efficient Technique Based On 2D Tsallis Entropy For Image Thresholding
Thresholding is an important task in image processing. It is a main tool in pattern recognition, image segmentation, edge detection and scene analysis. In this paper, we present a new thresholding technique based on two-...
Exploring Issues for QoS Based Routing Algorithms
The Internet is growing at an astonishing rate, nearly doubling its enormous size every year. There is an increasing demand for using real time multimedia applications over the Internet. One of the challenging issues in...
Realisation of Resourceful Data Mining Services Using Cloud Computing
Data security and access control are the most challenging research work going on, at present, in cloud computing. This is because of the users sending their sensitive data to the cloud providers for acquiring their servi...
An Overview of Side Channel Attacks and Its Countermeasures using Elliptic Curve Cryptography
In order to provide security the electronic devices and their execution systems contain implementations of cryptographic algorithms. This paper explains basic level of side channel attacks and their countermeasure. These...