A Proposal of Chatbot for Malayalam
DOI:
https://doi.org/10.26438/ijcse/v6si6.2125Keywords:
Chatbot, Machine Learning, Natural Language Processing, Artificial IntelligenceAbstract
A chatbot is a conversational agent which interacts with humans via natural languages. Text as well as speech, is used as the input to these systems. We propose a Malayalam chatbot based on a natural language processing with machine learning techniques library on a language-independent platform. The chatbot is a retrieval based model which can converses in Malayalam. Malayalam is a Dravidian language talked over the Indian state of Kerala. Machine learning as well as NLP (Natural Language Processing) approaches are used to analyze user queries and generate responses. We experiment an AIML (Artificial Intelligence Markup Language) based chatbot and a machine learning based chatbot. Among the two bots, the machine learning chatbot performs better. We developed a domain-specific chatbot. It is a commercial product, so we can apply this to any domain.
References
[1] Shawar, Bayan Abu, and Eric Atwell.”Chatbots: are they really useful?." Ldv forum. Vol. 22. No. 1. 2007.
[2] Ranoliya, Bhavika R., Nidhi Raghuwanshi, and Sanjay Singh. "Chatbot for University Related FAQs.", 2017.
[3] Weizenbaum, Joseph. "ELIZA—a computer program for the study of natural language communication between man and machine." Communications of the ACM 9.1, 36-45, 1966, .
[4] Marietto, Maria das Gracas Bruno, et al.”Artificial intelligence markup language: A brief tutorial.”arXiv preprint arXiv:1307.3091, 2013.
[5] S. Chaitrali, Kulkarni, U. Amruta, Bhavsar, Savita Chaitrali S Pingale. "BANK CHATBOT – An Intelligent Assistant System Using NLP and Machine Learning", International Research Journal of Engineering and Technology (IRJET), Volume: 04 Issue: 05, 2017.
[6] Shah, Rishabh, Siddhant Lahoti, and K. Lavanya. "An intelligent chat-bot using natural language processing." International Journal of Engineering Research 6.5 : 281-286. 2017.
[7] Kalaiyarasi, T., Ranjani Parthasarathi, and T. V. Geetha. "Poongkuzhali-an intelligent tamil chatterbot." SIXTH TAMIL INTERNET 2003 CONFERENCE. Vol. 1. sn, 2003.
[8] Abdul-Kader, Sameera A., and John Woods. "Survey on chatbot design techniques in speech conversation systems." International Journal of Advanced Computer Science and Applications 6.7 : 72-80.2015.
[9] E. Loper, and S. Bird, "NLTK: The natural language toolkit." pp. 63-70, 2002.
[10] S. Bird, "NLTK: the natural language toolkit." pp. 69-72, 2006.
[11] A. S. Lokman, and J. M. Zain, "An architectural design of Virtual Dietitian (ViDi) for diabetic patients." pp. 408-411, 2009.
[12] A. M. Galvao, F. A. Barros, A. M. Neves, and G. L. Ramalho, "Persona aiml: An architecture developing chatterbots with personality." pp. 266-1267, 2004.
[13] Mujeeb, Sana, Muhammad Hafeez Javed, and Tayyaba Arshad. "Aquabot: A Diagnostic Chatbot for Achluophobia and Autism." INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS 8.9 : 209-216, 2017.
[14] Bani, Balbir Singh, and Ajay Pratap Singh. "College Enquiry Chatbot Using ALICE."
[15] S. J. du Preez, M. Lall and S. Sinha, "An intelligent web-based voice chat bot," EUROCON 2009, EUROCON `09. IEEE, St. Petersburg, 2009.
[16] Wailthare, Sumit, et al. "Artificial Intelligence Based Chat-Bot." Artificial Intelligence 5.03 (2018).
[17] TIWARI, AMEY, RAHUL TALEKAR, and SM PATIL. "College Information Chat Bot System."
[18] Hatwar, Nikita, Ashwini Patil, and Diksha Gondane. "Ai based chatbot." International Journal of Emerging Trends in Engineering and Basic Sciences 3.2 85-87. 2016.
[19] Sarthak V. Doshi “Artificial Intelligence Chabot in Android System using Open Source” Program International Journal of Advanced Research in Computer and Communication Engineering ISO 3297:2007 Certified Vol. 6, Issue 4, April 2017.
[20] Bayu Setiaji “ Chatbot Using A Knowledge in Database” International Conference on Intelligent System, Modling and Simulation 2016.
Downloads
Published
How to Cite
Issue
Section
License

This work is licensed under a Creative Commons Attribution 4.0 International License.
Authors contributing to this journal agree to publish their articles under the Creative Commons Attribution 4.0 International License, allowing third parties to share their work (copy, distribute, transmit) and to adapt it, under the condition that the authors are given credit and that in the event of reuse or distribution, the terms of this license are made clear.
