Skip to main content
Top

Hint

Swipe to navigate through the chapters of this book

Published in:
Cover of the book

2021 | OriginalPaper | Chapter

A Chatterbot Based on Genetic Algorithm: Preliminary Results

Authors : Cristian Orellana, Martín Tobar, Jeremy Yazán, D. Peluffo-Ordóñez, Lorena Guachi-Guachi

Published in: Applied Informatics

Publisher: Springer International Publishing

Abstract

Chatterbots are programs that simulate an intelligent conversation with people. They are commonly used in customer service, product suggestions, e-commerce, travel and vacations, queries, and complaints. Although some works have presented valuable studies by using several technologies including evolutionary computing, artificial intelligence, machine learning, and natural language processing, creating chatterbots with a low rate of grammatical errors and good user satisfaction is still a challenging task. Therefore, this work introduces a preliminary study for the development of a GA-based chatterbot that generates intelligent dialogues with a low rate of grammatical errors and a strong sense of responsiveness, so boosting the personals satisfaction of individuals who interact with it. Preliminary results show that the proposed GA-based chatterbot yields 69% of “Good” responses for typical conversations regarding orders and receipts in a cafeteria.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Satu, M.S., Parvez, M.H., et al.: Review of integrated applications with aiml based chatbot. In: 2015 International Conference on Computer and Information Engineering (ICCIE). IEEE, pp. 87–90 (2015) Satu, M.S., Parvez, M.H., et al.: Review of integrated applications with aiml based chatbot. In: 2015 International Conference on Computer and Information Engineering (ICCIE). IEEE, pp. 87–90 (2015)
3.
go back to reference Ranoliya, B.R., Raghuwanshi, N., Singh, S.: Chatbot for university related faqs. In: 2017 International Conference on Advances in Computing, Communications and Informatics (ICACCI). IEEE, pp. 1525–1530 (2017) Ranoliya, B.R., Raghuwanshi, N., Singh, S.: Chatbot for university related faqs. In: 2017 International Conference on Advances in Computing, Communications and Informatics (ICACCI). IEEE, pp. 1525–1530 (2017)
5.
go back to reference Pham, X.L., Pham, T., Nguyen, Q.M., Nguyen, T.H., Cao, T.T.H.: Chatbot as an intelligent personal assistant for mobile language learning. In: Proceedings of the 2018 2nd International Conference on Education and E-Learning, pp. 16–21 (2018) Pham, X.L., Pham, T., Nguyen, Q.M., Nguyen, T.H., Cao, T.T.H.: Chatbot as an intelligent personal assistant for mobile language learning. In: Proceedings of the 2018 2nd International Conference on Education and E-Learning, pp. 16–21 (2018)
6.
go back to reference Daniel, G., Cabot, J., Deruelle, L., Derras, M.: Xatkit: a multimodal low-code chatbot development framework. IEEE Access 8, 15 332-15 346 (2020) CrossRef Daniel, G., Cabot, J., Deruelle, L., Derras, M.: Xatkit: a multimodal low-code chatbot development framework. IEEE Access 8, 15 332-15 346 (2020) CrossRef
7.
go back to reference Hadjiev, A.M., Araki, K.: Chatbot system for open ended topics based on multiple response generation methods Hadjiev, A.M., Araki, K.: Chatbot system for open ended topics based on multiple response generation methods
8.
go back to reference Vrajitoru, D.: Evolutionary sentence building for chatterbots. In: Genetic and Evolutionary Computation Conference (GECCO). Citeseer (2003) Vrajitoru, D.: Evolutionary sentence building for chatterbots. In: Genetic and Evolutionary Computation Conference (GECCO). Citeseer (2003)
9.
go back to reference Kimura, Y., Araki, K., Momouchi, Y., Tochinai, K.: Spoken dialogue processing method using inductive learning with genetic algorithm. Syst. Comput. Japan 35(12), 67–82 (2004) CrossRef Kimura, Y., Araki, K., Momouchi, Y., Tochinai, K.: Spoken dialogue processing method using inductive learning with genetic algorithm. Syst. Comput. Japan 35(12), 67–82 (2004) CrossRef
10.
go back to reference Araki, K., Kuroda, M.: Generality of spoken dialogue system using sega-il for different languages. In: Computational Intelligence, pp. 72–77 (2006) Araki, K., Kuroda, M.: Generality of spoken dialogue system using sega-il for different languages. In: Computational Intelligence, pp. 72–77 (2006)
12.
go back to reference Yorita, A., Egerton, S., Oakman, J., Chan, C., Kubota, N.: Self-adapting chatbot personalities for better peer support. In: 2019 IEEE International Conference on Systems, Man and Cybernetics (SMC). IEEE, pp. 4094–4100 (2019) Yorita, A., Egerton, S., Oakman, J., Chan, C., Kubota, N.: Self-adapting chatbot personalities for better peer support. In: 2019 IEEE International Conference on Systems, Man and Cybernetics (SMC). IEEE, pp. 4094–4100 (2019)
Metadata
Title
A Chatterbot Based on Genetic Algorithm: Preliminary Results
Authors
Cristian Orellana
Martín Tobar
Jeremy Yazán
D. Peluffo-Ordóñez
Lorena Guachi-Guachi
Copyright Year
2021
DOI
https://doi.org/10.1007/978-3-030-89654-6_1

Premium Partner