JOURNAL ARTICLE

Sentence clustering in text document using fuzzy clustering algorithm

Abstract

The paper proposes FRECCA algorithm to find out the clusters of sentences having the inter relation among them. The system uses the fuzzy clustering algorithm that compares the sentences and find out the similarity value and forms a cluster. The fuzzy clustering algorithm checks the possibility of the sentence to which cluster it belongs to. In this paper a Genetic algorithm approach is also suggested that checks the highest similarity value between the sentences and grouped to form a cluster in a more sophisticated manner, there by forming n number of clusters from n sentences.

Keywords:
Cluster analysis Fuzzy clustering Computer science Single-linkage clustering Similarity (geometry) Sentence Artificial intelligence Document clustering FLAME clustering Cluster (spacecraft) Correlation clustering Data mining Algorithm Canopy clustering algorithm Fuzzy logic Pattern recognition (psychology)

Metrics

3
Cited By
0.00
FWCI (Field Weighted Citation Impact)
9
Refs
0.08
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Clustering Algorithms Research
Physical Sciences →  Computer Science →  Artificial Intelligence
Text and Document Classification Technologies
Physical Sciences →  Computer Science →  Artificial Intelligence
Advanced Text Analysis Techniques
Physical Sciences →  Computer Science →  Artificial Intelligence

Related Documents

JOURNAL ARTICLE

Clustering Sentence-Level Text Using a Novel Fuzzy Relational Clustering Algorithm

Andrew SkabarKhaled Abdalgader

Journal:   IEEE Transactions on Knowledge and Data Engineering Year: 2011 Vol: 25 (1)Pages: 62-75
JOURNAL ARTICLE

Text Summarization Using Document and Sentence Clustering

Sumathi PawarH Manjula GururajNiranajan N Chiplunar

Journal:   Procedia Computer Science Year: 2022 Vol: 215 Pages: 361-369
JOURNAL ARTICLE

Sentence Level Clustering using Fuzzy Relational Algorithm

Snehal RaundalChandrakant Rambhau Barde.

Journal:   International Journal of Computer Applications Year: 2015 Vol: 120 (21)Pages: 1-5
JOURNAL ARTICLE

Text document clustering using statistical integrated graph based sentence sensitivity ranking algorithm

G. KannanR. Nagarajan

Journal:   IOP Conference Series Materials Science and Engineering Year: 2021 Vol: 1070 (1)Pages: 012069-012069
© 2026 ScienceGate Book Chapters — All rights reserved.