JOURNAL ARTICLE

MULTI-DOCUMENT SUMMARIZATION Using NEURAL NETWORK

Prof. N.M. Ranjan

Year: 2018 Journal:   INTERNATIONAL JOURNAL OF COMPUTER APPLICATION Vol: 6 (8)

Abstract

Multi-document summarization system is employed to summarize many documents into a brief one with generated new sentences.Several of them are supported word-graph and ILP methodology and much of sentences are unnoticed owing to the significant computation load.To reduce computation and generate decipherable and informative summaries, we tend to propose a completely unique multi-document summarization system using Latent Dirichlet Allocation(LDA) model which is widely used topic modeling technique.LDA model is used to classify text documents to a particular topic.Our approach also use the lexrank to score sentences and summaries of documents to generate informative and higher linguistic quality summaries than existing system.

Keywords:
Automatic summarization Multi-document summarization Computer science Artificial neural network Artificial intelligence Information retrieval Natural language processing

Metrics

1
Cited By
0.19
FWCI (Field Weighted Citation Impact)
21
Refs
0.53
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Algorithms and Applications
Physical Sciences →  Engineering →  Control and Systems Engineering
Industrial Technology and Control Systems
Physical Sciences →  Engineering →  Control and Systems Engineering

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