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A Novel Approach for Biometric Authentication System Using Ear, 2D Face and 3D Face Modalities Read chapter Read first chapter

2016 | OriginalPaper | Chapter

Automatic Headline Generation for News Article

Authors : K. R. Rajalakshmy, P. C. Remya

Published in: Computational Intelligence in Data Mining—Volume 1

Publisher: Springer India

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Abstract

Newspaper plays a significant role in our day to day life. In a news article, readers are attracted towards headline. Headline creation is very important while preparing news. It is a tedious work for journalists. Headline needs maximum text content in short length also it should preserve grammar. The proposed system is an automatic headline generation for news article. There are several methods to generate a headline for news. Here the headline is generated using n-gram model. After pre-processing, extract all possible bi-grams from the news. Frequency of bi-grams in the document is found out and sentence is identified. Select all sentences in which the most frequent bi-gram appears. After that rank the sentences based on the locality of the sentence in the document. Then highly ranked sentence will be selected. Finally using some phrase structural rules, new headlines are generated.

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Literature
1.
Soricut, R., Marcu, D.: Stochastic language generation using WIDL-expressions and its application in machine translation and summarization. In: Proceedings of the 21st International Conference on Computational Linguistics and the 44th Annual Meeting Association for Computational Linguistics, pp. 1105–1112. (2006)
2.
Banko, M., Mittal, V., Witbrock, M.: Headline generation based on statistical translation. In: Proceedings of the 38th Annual Meeting Association for Computational Linguistics, pp. 318–325. (2000)
3.
Zhou, L., Hovy, E.: Headline summarization at ISI. In: Proceedings of HLT-NAACL Text Summarization Workshop and Document Understanding Conference, pp. 174–178. (2003)
4.
Feng, Y., Lapata, M.: Automatic Caption generation for news images. IEEE Trans. Pattern Anal. Mach. Intell. 35(4), (2013)
5.
Yadav, A.K., Borgohain, S.K.: Sentence generation from a bag of words using N-gram model. In: IEEE International Conference on Advanced Communication Control and Computing Technologies (ICAC-CCT). (2014)
6.
Zhou, L., Hovy, E.: Template filtered headline summarization. In: Proceedings of the ACL Workshop on Text Summarization, Barcelona, July 2004
7.
Wan, S., Dras, M., Dale, R.: Towards statistical paraphrase generation: preliminary evaluations of grammaticality. In: Proceedings of the Third International Workshop on Paraphrasing. (2005)
8.
Zajic, D., Dorr, B.: Automatic headline generation for newspaper stories. In: The Proceedings of the ACL Workshop on Automatic Summarization/Document Understanding Conference. (2002)
9.
Witbrock, M.J., Mittal, V.O.: Ultra summarization: a statistical approach to generating highly condensed non extractive summaries. In: Proceedings of the 22nd International Conference on Research and Development in Information Retrieval. (1999)
10.
Knight, K., Marcu, D.: Summarization beyond sentence extraction: a probabilistic approach to sentence compression. Artif. Intell. 139, 91107 (2002)CrossRefMATH
Metadata
Title
Automatic Headline Generation for News Article
Authors
K. R. Rajalakshmy
P. C. Remya
Copyright Year
2016
Publisher
Springer India
Book
Computational Intelligence in Data Mining—Volume 1

Print ISBN: 978-81-322-2732-8

Electronic ISBN: 978-81-322-2734-2

Copyright Year: 2016

DOI
https://doi.org/10.1007/978-81-322-2734-2_36

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