Call for Paper - August 2022 Edition
IJCA solicits original research papers for the August 2022 Edition. Last date of manuscript submission is July 20, 2022. Read More

Word Recognition using Hopfield Network

Print
PDF
IJCA Proceedings on National Workshop-Cum-Conference on Recent Trends in Mathematics and Computing 2011
© 2012 by IJCA Journal
RTMC - Number 3
Year of Publication: 2012
Authors:
Preeti Aggarwal
Udayan Ghose

Preeti Aggarwal and Udayan Ghose. Article: Word Recognition using Hopfield Network. IJCA Proceedings on National Workshop-Cum-Conference on Recent Trends in Mathematics and Computing 2011 RTMC(3):-, May 2012. Full text available. BibTeX

@article{key:article,
	author = {Preeti Aggarwal and Udayan Ghose},
	title = {Article: Word Recognition using Hopfield Network},
	journal = {IJCA Proceedings on National Workshop-Cum-Conference on Recent Trends in Mathematics and Computing 2011},
	year = {2012},
	volume = {RTMC},
	number = {3},
	pages = {-},
	month = {May},
	note = {Full text available}
}

Abstract

It is an undisputed fact that language is the most effective human tool to structure experience and to model environment. It is therefore necessary to model linguistic terms. A natural language (or ordinary language) is a language that is spoken, written, or signed by humans for general-purpose communication, as distinguished from formal languages (such as computer-programming languages or the "languages" used in the study of formal logic). Here, English language words are considered which can be classified as noun, verb, adjective, adverb, etc. A word can behave as a noun as well as a verb depending on the sentence. Similarly multiple behaviors are possible for many words with no variation or slight variation in spelling. Hopfield Associative memory can be used to store patterns and then a search can be done to find a correct pattern i. e. , word from memory that matches best with the input key, for example, a misspelled word. A part of speech tag (like a word can be a noun or a verb) can also be associated with each word in the binary form and hence a word can be searched as a noun or as a verb.

References

  • S. Bavan, "An Artificial Neural Network that Recognizes an Ordered Set of Words in Text Mining Task", International conference on the current trends in information technology, 15th-16th Dec 2009, Dubai, pp. 1 - 5, E-ISBN: 978-1-4244-5756-4 ©2009 IEEE
  • Bipul Pandey, Sushil Ranjan, Anupam Shukla, Ritu Tiwari, "Sentence Recognition Using Hopfield Neural Network", IJCSI International Journal of Computer Science Issues, Vol. 7, Issue 4, Design binary format to store different POS tag Design a binary format to store alphabets Code each word to binary format [-1, 1] as a column vector Append the binary POS tag for each word in the respective column victor The Hopfield network is created by supplying data input victor Stimulate the network with misspelled words and search word for different POS tag Evaluate the result sets Proceedings of The National Workshop-Cum-Conference on Recent Trends in Mathematics & Computing 2011 The Technological Institute of Textile & Sciences, Bhiwani, Haryana May 21, 2011 208 No 6, July 2010, ISSN (Online): 1694-0784 ISSN (Print): 1694-0814.
  • Mario A. T. Figueiredo, Anil K. Jain. "Unsupervised Learning of Finite Mixture Models", IEEE Transaction on Pattern Analysis and Machine Intelligence, Vol. 24, No. 3, March 2002.
  • Tianbao Yang, Rong Jin, Anil K. Jain, Yang Zhou, Wei Tong, "Unsupervised Transfer Classification: Application to Text Categorization", KDD?10, July 25–28, 2010, Washington, DC, USA Copyright 2010 ACM 978-1-4503-0055-110/07
  • Kamal Sarkar, Mita Nasipuri and Suranjan Ghose, "A New Approach to Keyphrase Extraction Using Neural Networks", IJCSI International Journal of Computer Science Issues, Vol. 7, Issue 2, No 3, March 2010 ISSN (Online): 1694-0784 ISSN (Print): 1694-0814
  • Vikram Singh and Sapna Nagpal, "Integrating User's Domain Knowledge with Association Rule Mining", IJCSI International Journal of Computer Science Issues, Vol. 7, Issue 2, No 5, March 2010 ISSN (Online): 1694-0784 ISSN (Print): 1694-0814
  • Moawia Elfaki Yahia1, Murtada El-mukashfi El-taher, "A New Approach for Evaluation of Data Mining Techniques", IJCSI International Journal of Computer Science Issues, Vol. 7, Issue 5, September 2010 ISSN (Online): 1694-0814
  • Mirzanur Rahman1, Sufal Das1 and Utpal Sharma2, "Parsing of part-of-speech tagged Assamese Texts", IJCSI International Journal of Computer Science Issues, Vol. 6, No. 1, 2009 ISSN (Online): 1694-0784 ISSN (Print): 1694-0814
  • Michael Chau, Hsinchun Chen," Incorporating Web Analysis into Neural Networks:An Example in Hopfield Net Searching", IEEE TRANSACTIONS ON SYSTEMS, MAN, AND CYBERNETICS—PART C: APPLICATIONS AND REVIEWS, VOL. 37, NO. 3, MAY 2007
  • Yi-Ming Chung, Qin He, Kevin Powell and Bruce Schatz, "Semantic Indexing for a Complete Subject Discipline", DL99, Berkeley, CA USA © ACM 1999 1-58113-145-3/99/08
  • Simon Haykin, "Neural Network and Learning Machines", Third edition, ISBN-978-81-203-4000-8, 2009 Pearson Education Inc.