SOMASEKAR HEMANTH
@rnsit.ac.in
Professor CSE
RNSIT
Scopus Publications
- Vectorization using long short-term memory neural network for content-based image retrieval model
Journal of Engineering Science and Technology, 2019 - Text categorization and graphical representation using Improved Markov Clustering
Hemanth Somasekar, Kavya Naveen, and
International Journal of Intelligent Engineering and Systems, 2018
Text categorization means dividing a set of input documents into the two or more classes to which these documents belong. Because of increase in availability of data in digital form in large amount, it becomes necessary to organize it. Feature extraction is the crucial step in text classification. Most of the existing text classifiers are lacking in finding out the relations among the terms. In this research work proposed text clustering of Improved Markov Clustering Model (IMCM) and text classification in which the nonlinear relations among the terms are also considered. This approach is scalable to huge dataset also and its classification power is not affected if relations among terms are large. The proposed IMCM method improved the text document clustering significantly and helped to avoid the human interaction in text clustering. Experimental results have shown that proposed system is 91% accurate for 8 categories and decreases, as increase the classes from 8 to 12, from 96% to 94%, respectively. Also, compared proposed model with existing Naive Bayes and k-Nearest Neighbor classifiers. Experimental results show that the proposed model is more accurate than these two classifiers. The better results demonstrated that presented system is developed effectively.
RECENT SCHOLAR PUBLICATIONS
- A System For Identifying Synthetic Images Using Lstm: A Deep Learning Approach
DKN Hemanth Somasekar
IJCTT 69 (2), 4 , 2021
2021 - VECTORIZATION USING LONG SHORT-TERM MEMORY NEURAL NETWORK FOR CONTENT-BASED IMAGE RETRIEVAL MODEL
H SOMASEKAR, K NAVEEN
Journal of Engineering Science and Technology 14 (6), 3496-3513 , 2019
2019
Citations: 1 - Cross-Modal Retrieval using Random Multimodal Deep Learning
H Somasekar, K Naveen
journal of mechanics of continua and mathematical sciences 14 (2), 5 , 2019
2019 - Text Categorization and graphical representation using Improved Markov Clustering
H Somasekar, K Naveen
Int. J 11, 107-116 , 2018
2018
Citations: 3 - Semantic based neural model approach for text simplification
H Somasekar, K Naveen
International Journal of Engineering & Technology 7 (3), 1366-1371 , 2018
2018
MOST CITED SCHOLAR PUBLICATIONS
- Text Categorization and graphical representation using Improved Markov Clustering
H Somasekar, K Naveen
Int. J 11, 107-116 , 2018
2018
Citations: 3 - VECTORIZATION USING LONG SHORT-TERM MEMORY NEURAL NETWORK FOR CONTENT-BASED IMAGE RETRIEVAL MODEL
H SOMASEKAR, K NAVEEN
Journal of Engineering Science and Technology 14 (6), 3496-3513 , 2019
2019
Citations: 1 - A System For Identifying Synthetic Images Using Lstm: A Deep Learning Approach
DKN Hemanth Somasekar
IJCTT 69 (2), 4 , 2021
2021 - Cross-Modal Retrieval using Random Multimodal Deep Learning
H Somasekar, K Naveen
journal of mechanics of continua and mathematical sciences 14 (2), 5 , 2019
2019 - Semantic based neural model approach for text simplification
H Somasekar, K Naveen
International Journal of Engineering & Technology 7 (3), 1366-1371 , 2018
2018