JOURNAL ARTICLE

ACADEMIC TEXT CLUSTERING USING NATURAL LANGUAGE PROCESSING

Salimkan Fatma TaskiranErsin Kaya

Year: 2022 Journal:   Konya Journal of Engineering Sciences Vol: 10 Pages: 41-51

Abstract

Accessing data is very easy nowadays. However, to use these data in an efficient way, it is necessary to get the right information from them. Categorizing these data in order to reach the needed information in a short time provides great convenience. All the more, while doing research in the academic field, text-based data such as articles, papers, or thesis studies are generally used. Natural language processing and machine learning methods are used to get the right information we need from these text-based data. In this study, abstracts of academic papers are clustered. Text data from academic paper abstracts are preprocessed using natural language processing techniques. A vectorized word representation extracted from preprocessed data with Word2Vec and BERT word embeddings and representations are clustered with four clustering algorithms.

Keywords:
Word2vec Computer science Cluster analysis Natural language processing Artificial intelligence Word (group theory) Field (mathematics) Text processing Information retrieval Representation (politics) Natural language Linguistics

Metrics

1
Cited By
0.20
FWCI (Field Weighted Citation Impact)
28
Refs
0.54
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Topic Modeling
Physical Sciences →  Computer Science →  Artificial Intelligence
Natural Language Processing Techniques
Physical Sciences →  Computer Science →  Artificial Intelligence
Text and Document Classification Technologies
Physical Sciences →  Computer Science →  Artificial Intelligence

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