CFP last date
20 December 2024
Reseach Article

A Survey of Information Retrieval Models for Malayalam Language Processing

by Arjun Babu, Sindhu L.
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 107 - Number 14
Year of Publication: 2014
Authors: Arjun Babu, Sindhu L.
10.5120/18820-0230

Arjun Babu, Sindhu L. . A Survey of Information Retrieval Models for Malayalam Language Processing. International Journal of Computer Applications. 107, 14 ( December 2014), 19-23. DOI=10.5120/18820-0230

@article{ 10.5120/18820-0230,
author = { Arjun Babu, Sindhu L. },
title = { A Survey of Information Retrieval Models for Malayalam Language Processing },
journal = { International Journal of Computer Applications },
issue_date = { December 2014 },
volume = { 107 },
number = { 14 },
month = { December },
year = { 2014 },
issn = { 0975-8887 },
pages = { 19-23 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume107/number14/18820-0230/ },
doi = { 10.5120/18820-0230 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T22:41:03.459054+05:30
%A Arjun Babu
%A Sindhu L.
%T A Survey of Information Retrieval Models for Malayalam Language Processing
%J International Journal of Computer Applications
%@ 0975-8887
%V 107
%N 14
%P 19-23
%D 2014
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Information retrieval is an important research area in computer science. Information retrieval is concerned with the storage of text documents and their subsequent retrieval in response to user's requests for information. There are several Information Retrieval models developed for efficient document retrieval. In this survey paper we describe major IR models which are used for various document retrieval purposes. A suitable method for an effective Malayalam monolingual information retrieval system is also proposed here.

References
  1. JinxiXu, Ralph Weischedel and Chanh Nguyen"Evaluating a Probabilistic Model for Cross- lingual Information Retrieval September" 9-12, 2001,ACM .
  2. Pinaki Bhaskar, Amitava Das, Partha Pakray and Sivaji Bandyopadhyay, "Theme Based English and Bengali Ad-hoc Monolingual Information Retrieval in FIRE 2010"
  3. Ricardo Baeza-Yates and BerthierRibeiro-Neto, "Modern Information Retrieval,"ACM Press, New York, 2009.
  4. B. Ribeiro-Neto, R. Muntz, "A belief network model for IR" in: Proceedings of the 19th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, ACM Press, 1996, pp. 253–260.
  5. Jeongwoo ko and Eric Nyberg and Teruko Mitmura, "Probabilistic Models for Answer-Ranking in Multilingual Question-AnsweringACM" Transactions on Information Systems, Vol. 28, No. 3, Article 16, Publication date: June 2010.
  6. Nikesh P. L. , Sumam Mary Idicula, and David Peter S, "English Malayalam Cross-Lingual Information Retrieval - an experience,"IEEEISSN: 978-1-4244-2030-8, Vol. 3, No. 2, 2008
  7. Nath Singh, Sanjay Kumar Dwivedi Jitendra "Analysis of vector space model in Information Retrieval"National Conference on Information Technology & its impact on Next Generation Computing CTNGC 2012 Proceedings published by International Journal Of Computer Application(IJCA).
  8. Reshma O. K. , Sreejith C, P. C. Reghu Raj "An Effective Malayalam Information Retrieval System Using Query Expansion",2013 International Conference on Control Communication and Computing (ICCC) 13-15 December 2013.
  9. Marco Antonio Pinheiro de Cristo ,Pavel Pereira Calado, Maria de Lourdes da Silveira,Ilmerio Silva, Richard Muntz,Berthier Ribeiro-Neto "Bayesian belief networks for IR "2003 Elsevier.
  10. Neelam Phadnis ,Jayant Gadge "Framework for Document Retrieval using Latent Semantic Indexing"International Journal of Computer Applications (0975 – 8887) Volume 94 – No. 14, May 2014.
  11. A. P. SivaKumar,Dr. P. Premchand,Dr. A. Govardhan "Indian Languages IR using Latent Semantic Indexing" International Journal of Computer Science & Information Technology (IJCSIT) Vol 3, No 4, August 2011.
  12. Igor Mokris, Lenka Skovajsova "Neural Network Model Of System For Information Retrieval From Text Documents In Slovak Language" ActaElectrotechnica et Informatica No. 3, Vol. 5, 2005
  13. Dr. S. Saraswathi, Asma Siddhiqaa. M, Kalaimagal. K, Kalaiyarasi. M "BiLingual Information Retrieval System for English and Tamil" Journal Of Computing, Volume 2, Issue 4, April 2010, ISSN 2151?9617.
  14. Viatcheslav Yatsko "TF*IDF Revisited" International Journal of Computational Linguistics and Natural Language Processing Vol 2 Issue 6 June 2013.
Index Terms

Computer Science
Information Sciences

Keywords

Boolean Model vector space Model Probabilistic Model Bayesian network Model Inference Network Model Latent Semantic Indexing Neural Network Model Ontology