Design and Implementation of an Assamese Language Chatbot Using Neural Networks

Authors

  • Surajit Sarma Dept. of Computer Science, Krishna Kanta Handiqui State Open University, Guwahati, India
  • Nabankur Pathak Dept. of Computer Science, Krishna Kanta Handiqui State Open University, Guwahati, India

Keywords:

Artificial Intelligent, Assamese Corpus, Chatbot, Deep Learning, Natural Language Processing, Feed Forward Neural Network

Abstract

This research paper proposes a design for an AI chatbot that can understand Assamese language using a feedforward neural network. We have developed an Assamese language dataset and trained the model on it. We have used the bag of words method for feature extraction of the text. We have evaluated the accuracy and performance of the model using metrics like precision, recall and F1 score. The model has achieved an accuracy of 89.11%, which is higher than SVM and Naive Bayes models. We have also presented the future plan of this research. The novelty of this research is that we have developed a deep learning FFNN model for an AI Assamese chatbot along with an Assamese dataset, which has not been done before. The significance of this research is that it will help to explore the AI Assamese chatbot domain and inspire new ideas for researchers, as well as help the Assamese society to use their language in digital platforms.

 

References

J. Jia, “The study of the application of a keywords-based chatbot system on the teaching of foreign languages,” arXiv.org, Oct.-Nov., 2003.

K. Gkoutziouli, “Untraining bias: AI chatbots and language,” Academia.edu , Oct.-Nov., 2022.

G. Caldarini, S. Jaf, and K. McGarry, “A literature survey of recent advances in chatbots,” MDPI, Jan. 2022.

T. Costa, “Conversing with personal digital assistants: On gender and artificial intelligence,” J. Sci. Technol Arts, Vol.10, No.6, pp.59-72, 2018.

S Madhumitha et al., “Interactive chatbot using AIML,” Ijana, Vol.1, No.1, pp.62-66, 2019.

T Kalaiyarasi and R Parthasarathi, “Poongkuzhali-an intelligent Tamil chatterbot,” Semantic Scholar , Nov.-Dec., 2003.

M Kaleem, J O’Shea, and K A Crockett, “Development of Umair the Urdu conversational agent for customer service,” Semantic Scholar , Nov.-Dec., 2014.

T D Orin, “Implementation of a Bangla chatbot,” BRAC University , Nov.-Dec., 2017.

S. Dey and D. Shukla, “Analytical study on use of AI techniques in tourism sector for smarter customer experience management,” in 2020 International Conference on Computer Science, Engineering and Applications (ICCSEA), Feb.-Mar., pp.1-6, 2020. doi: 10.1109/iccsea49143.2020.9132925.

Arafat Khan and Nayeem Al Noman (2019) ,“Doly: Bengali chatbot for Bengali education”, in 2019 1st International Conference on Advances in Science, Engineering and Robotics Technology (ICASERT), May-Jun., pp.1-6, 2019. doi:10 .1109/icasert .2019 .8934592

M M Rahman et al., “Disha: An implementation of machine learning based Bangla healthcare chatbot,” in 2019 22nd International Conference on Computer and Information Technology (ICCIT), Dec., pp.1-6, 2019. doi :10 .1109/iccit48885 .2019 .9038579

S Sandhini et al., “A proposal of chatbot for Malayalam,” Int .J .Comput .Sci .Eng . , Vol.6, No.6, pp.21-25, Jun., doi :10 .26438/ijcse/v6si6 .2125

J Shabbir et al., “NUBOT: Embedded knowledge graph with RASA framework for generating semantic intents responses in Roman Urdu,” Semantic Scholar , Jan.-Feb., 2021.

K. Barman, J. Sarmah, and S. K. Sarma, “WordNet based information retrieval system for Assamese,” in 2013 UKSim 15th International Conference on Computer Modelling and Simulation, Mar., pp.10-12, 2013. doi: 10.1109/UKSim.2013.90.

R. Chakraborty and S. Sarma, “Modelling a question-answering system using structured representation of Assamese text,” Int. J. Artif. Intell. Appl., Vol.6, No.6, pp.1-10, 2015. doi: 10.5121/ijaia.2015.6601.

M. P. Bhuyan et al., “Information retrieval in Assamese using Wordnet & Assamese Wikipedia,” Int. J. Sci. Technol. Res., Vol.8, No.9, pp.1-10, 2019.

Downloads

Published

2023-12-31

How to Cite

[1]
S. Sarma and N. Pathak, “Design and Implementation of an Assamese Language Chatbot Using Neural Networks”, Int. J. Sci. Res. Comp. Sci. Eng., vol. 11, no. 6, pp. 13–18, Dec. 2023.

Issue

Section

Research Article

Similar Articles

1 2 3 4 5 6 7 8 9 10 > >> 

You may also start an advanced similarity search for this article.