A New Clustering Technique On Text In Sentence For Text Mining
Journal Title: International Journal of Science Engineering and Advance Technology - Year 2015, Vol 3, Issue 3
Abstract
Clustering is a commonly considered data mining problem in the text domains. The problem finds numerous applications in customer segmentation, classification, collaborative filtering, visualization, document organization, and indexing. In this paper, the sentence level based clustering algorithm is discussed as a survey. The survey explains about the problems in clustering in sentence level and the solutions to overcome these problems. This paper presents a novel fuzzy clustering algorithm that operates on relational input data; i.e., data in the form of a square matrix of pairwise similarities between data objects Hierarchical Fuzzy Relational Eigenvector Centrality-based Clustering Algorithm (HFRECCA) is extension of FRECCA which is used for the clustering of sentences. Contents present in text documents contain hierarchical structure and there are many terms present in the documents which are related to more than one theme hence HFRECCA will be useful algorithm for natural language documents. In this algorithm single object may belong to more than one cluster.
Authors and Affiliations
B. Lakshmi Narayana| Dept. of CSE, PACE Institute of Technology And Sciences., Ongole, Prakasam District,AP, India, S. Phani Kumar| Dept. of CSE, PACE Institute of Technology And Sciences., Ongole, Prakasam District,AP, India
Keywords
Related Articles
- EP ID EP16474
- DOI -
- Views 354
- Downloads 12
New DC Voltage Balancing Technique for High Power Multilevel Converter
In this venture, a dedicated pulse width modulation (PWM) procedure particularly intended for single-stage (or four wire three-stage) multilevel Cascaded H-Bridge Converters is displayed. The point of the proposed me...
A Study on Big Data analysis Environment
The use of electronics to implement IT solutions has generally known about big data since recent century. IT was use full for compute a vast applications for implementing business processes, its value intention has a...
The Need Of Financial Statement Analysis In A Firm/An Orgnization
Financial statement analysis play a dominate role in setting the frame watt of managerial decisions through analysis and interpretation of financial statement. This paper discusses about financial „ strength and we...
Moisture Susceptibility on Asphalt Mix and the Effect of AntiStripping Additives
The damage due to moisture can be result in asphalt pavements either due to stripping or the softening of asphalt, both of which result in loss of ability to resist traffic- induced stresses which is mainly occur due...
Reduction of Torque Ripple in Direct Torque Control of Induction Machines by Use of all Voltage Vectors of Matrix Converters
This paper proposes the use of all voltage vectors of matrix converters to reduce the electromagnetic torque ripple which is one of the most important drawbacks of direct torque control for induction motors using mat...