Prabhavathy P

Department of Information Technology

School of Information Technology and Engineering

Vellore Campus

Kanimozhi K.V

Venkatesan M.

Vellore Institute of Technology (VIT) is a private university located in&nbsp;Tamil Nadu, India. Founded in 1984, as Vellore Engineering College, the institution offers 20 undergraduate, 34 postgraduate, four integrated and four research programs. It has campuses in Vellore, Amravati, Bhopal and Chennai.

VIT is one of the top ranked private universities in India according to NIRF, THE and QS Rankings.&nbsp;Govt. of India has recognized&nbsp;VIT, Vellore as an&nbsp;Institution of Eminence. This has allowed VIT to take independent quality initiatives and move up in world ranking.

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VIT University

Text Document Analysis Using Map-Reduce Framework

Advances in Intelligent Systems and Computing Advanced Computational and Communication Paradigms

Text clustering system is a proper technique which mainly segments large measure of textual documents into clusters. The size of the material influences the clustering of text by reducing its performance. In this manner, the textual document comprises sparse and uninformative features, and thus raises the computational time and decreases the execution of primary clustering process. Feature selection is a crucial system to choose another subset of instructive text feature to enhance text clustering execution and diminish computational time. The implemented model proposes a 2logmean-particle swarm optimization algorithm for the unstructured text clustering. In this newly proposed technique, all the texts are initially converted into ASCII value, and then by using the particle swarm optimization, the document text is clustered. The outcomes display that clustering accuracy of the implemented method is high compared to the existing K-means algorithm. Furthermore, performances of newly implemented techniques are evaluated concerning scalability, less computation speed with colossal dimensionality reduction.

The International Journal of Electrical Engineering & Education

An enlarged map-reduce using 2logmean-PSO optimization for unstructured data

Advances in Intelligent Systems and Computing Data Engineering and Intelligent Computing

A Novel Map-Reduce Based Augmented Clustering Algorithm for Big Text Datasets

Journal of Big Data

Summarizing large text collection using topic modeling and clustering based on MapReduce framework

Cluster Computing

CRFs based parallel biomedical named entity recognition algorithm employing MapReduce framework

2015 The International Symposium on Artificial Intelligence and Signal Processing (AISP)

Document clustering using gravitational ensemble clustering

Journal	Data powered by TypesetAdvances in Intelligent Systems and Computing Advanced Computational and Communication Paradigms
Publisher	Data powered by TypesetSpringer Singapore
ISSN	2194-5357
Open Access	0