APPLICATION OF CONVERSATIONAL CHATBOT FOR BRAKE PADS BUSINESS IN THAILAND VIA LINE APPLICATION

dc.contributor.authorJitsangob S.
dc.contributor.authorAmornsamankul S.
dc.contributor.authorHobanluekit B.
dc.contributor.authorSriwiboon M.
dc.contributor.authorUnhapipat S.
dc.contributor.correspondenceJitsangob S.
dc.contributor.otherMahidol University
dc.date.accessioned2025-04-20T18:24:54Z
dc.date.available2025-04-20T18:24:54Z
dc.date.issued2025-05-01
dc.description.abstractIn recent years, the automotive parts industry has witnessed a significant shift towards digital solutions to enhance customer engagement and streamline business operations. This study explores the implementation of a conversational chatbot tailored for the brake pads business in Thailand, utilizing the widely used Line application as the primary platform. The chatbot focuses on enhancing and developing the beta version of a Frequently Asked Questions chatbot (FAQs chatbot) using Dialogflow in the Line Official Account (Line OA) of a researched company in Thailand. The goal is to provide precise answers to customer queries, improving customer service and access to product information. The confusion matrix was used to evaluate the response performance of FAQs chatbots such as the accuracy of answers in terms of precision, recall, and F1-score. The proposed chatbot answered the users significantly correctly with precision, recall and F1-score reported as 0.95, 0.97, and 0.96, respectively. The accuracy of answering is equal to 0.93. As a result, the accuracy can be increased by the training chatbot in Dialogflow. Accordingly, more training phases were trained for the chatbot, and better performance of the chatbot was deserved.
dc.identifier.citationICIC Express Letters, Part B: Applications Vol.16 No.5 (2025) , 559-565
dc.identifier.doi10.24507/icicelb.16.05.559
dc.identifier.issn21852766
dc.identifier.scopus2-s2.0-105002673270
dc.identifier.urihttps://repository.li.mahidol.ac.th/handle/123456789/109652
dc.rights.holderSCOPUS
dc.subjectComputer Science
dc.titleAPPLICATION OF CONVERSATIONAL CHATBOT FOR BRAKE PADS BUSINESS IN THAILAND VIA LINE APPLICATION
dc.typeArticle
mu.datasource.scopushttps://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=105002673270&origin=inward
oaire.citation.endPage565
oaire.citation.issue5
oaire.citation.startPage559
oaire.citation.titleICIC Express Letters, Part B: Applications
oaire.citation.volume16
oairecerif.author.affiliationFaculty of Science, Mahidol University
oairecerif.author.affiliationMahidol University
oairecerif.author.affiliationThailand National Science and Technology Development Agency
oairecerif.author.affiliationLtd. (Head Office)

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