Jurnal Rekayasa elektrika
Vol 19, No 4 (2023)

Toddler Stunting Consulting Chatbot using Rasa Framework

Wiwien Hadikurniawati (Universitas Kristen Satya Wacana Universitas Stikubank)
Sutarto Wijono (Universitas Kristen Satya Wacana)
Danny Manongga (Universitas Kristen Satya Wacana)
Irwan Sembiring (Universitas Kristen Satya Wacana)
Kristoko Dwi Hartomo (Universitas Kristen Satya Wacana)



Article Info

Publish Date
15 Dec 2023

Abstract

Chatbots are artificial intelligence software that can communicate with users to assist them in certain tasks or provide information. They can reduce the need for human interaction and make processes more efficient. However, when it comes to more specific tasks related to handling the problem of stunting in toddlers these services are usually unable to provide an appropriate response. Chatbots were created with the help of the Rasa framework, which was designed to adapt the various components of natural language understanding (NLU). This adjustment allows him to understand more complex questions from respondents such as those related to healthy feeding of toddlers. This research explained the use of the Rasa framework to enhance their capabilities, describe the testing and evaluation process, and present the performance results of the chatbot model in addressing the issue of stunting in toddlers. The model is then tested using a confusion matrix, precision, accuracy, and F1 score, which measures how accurate the chatbot's responses are to the user's input. The model had a precision, accuracy, and F1 score of 0.928, 0.932 and 0.930, respectively.

Copyrights © 2023






Journal Info

Abbrev

JRE

Publisher

Subject

Computer Science & IT Control & Systems Engineering Electrical & Electronics Engineering Energy Engineering

Description

The journal publishes original papers in the field of electrical, computer and informatics engineering which covers, but not limited to, the following scope: Electronics: Electronic Materials, Microelectronic System, Design and Implementation of Application Specific Integrated Circuits (ASIC), VLSI ...