Use Learnable Knowledge Graph in Dialogue System for Visually Impaired Macro Navigation
Dialogue in natural language is the most important communication method for the visually impaired. Therefore, the dialogue system is the main subsystem in the visually impaired navigation system. The purpose of the dialogue system is to understand the user’s intention, gradually establish context th...
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doaj-82988a815a984342b19864fd6c1cdf732021-07-15T15:30:30ZengMDPI AGApplied Sciences2076-34172021-06-01116057605710.3390/app11136057Use Learnable Knowledge Graph in Dialogue System for Visually Impaired Macro NavigationChing-Han Chen0Ming-Fang Shiu1Shu-Hui Chen2Department of Computer Science and Information Engineering, National Central University, Taoyuan City 320317, TaiwanDepartment of Computer Science and Information Engineering, National Central University, Taoyuan City 320317, TaiwanGraduate Institute of Learning and Instruction, National Central University, Taoyuan City 320317, TaiwanDialogue in natural language is the most important communication method for the visually impaired. Therefore, the dialogue system is the main subsystem in the visually impaired navigation system. The purpose of the dialogue system is to understand the user’s intention, gradually establish context through multiple conversations, and finally provide an accurate destination for the navigation system. We use the knowledge graph as the basis of reasoning in the dialogue system, and then update the knowledge graph so that the system gradually conforms to the user’s background. Based on the experience of using the knowledge graph in the navigation system of the visually impaired, we expect that the same framework can be applied to more fields in order to improve the practicality of natural language dialogue in human–computer interaction.https://www.mdpi.com/2076-3417/11/13/6057visually impaired assistancenavigation systemknowledge graphdialogue systemNLPreasoning |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Ching-Han Chen Ming-Fang Shiu Shu-Hui Chen |
spellingShingle |
Ching-Han Chen Ming-Fang Shiu Shu-Hui Chen Use Learnable Knowledge Graph in Dialogue System for Visually Impaired Macro Navigation Applied Sciences visually impaired assistance navigation system knowledge graph dialogue system NLP reasoning |
author_facet |
Ching-Han Chen Ming-Fang Shiu Shu-Hui Chen |
author_sort |
Ching-Han Chen |
title |
Use Learnable Knowledge Graph in Dialogue System for Visually Impaired Macro Navigation |
title_short |
Use Learnable Knowledge Graph in Dialogue System for Visually Impaired Macro Navigation |
title_full |
Use Learnable Knowledge Graph in Dialogue System for Visually Impaired Macro Navigation |
title_fullStr |
Use Learnable Knowledge Graph in Dialogue System for Visually Impaired Macro Navigation |
title_full_unstemmed |
Use Learnable Knowledge Graph in Dialogue System for Visually Impaired Macro Navigation |
title_sort |
use learnable knowledge graph in dialogue system for visually impaired macro navigation |
publisher |
MDPI AG |
series |
Applied Sciences |
issn |
2076-3417 |
publishDate |
2021-06-01 |
description |
Dialogue in natural language is the most important communication method for the visually impaired. Therefore, the dialogue system is the main subsystem in the visually impaired navigation system. The purpose of the dialogue system is to understand the user’s intention, gradually establish context through multiple conversations, and finally provide an accurate destination for the navigation system. We use the knowledge graph as the basis of reasoning in the dialogue system, and then update the knowledge graph so that the system gradually conforms to the user’s background. Based on the experience of using the knowledge graph in the navigation system of the visually impaired, we expect that the same framework can be applied to more fields in order to improve the practicality of natural language dialogue in human–computer interaction. |
topic |
visually impaired assistance navigation system knowledge graph dialogue system NLP reasoning |
url |
https://www.mdpi.com/2076-3417/11/13/6057 |
work_keys_str_mv |
AT chinghanchen uselearnableknowledgegraphindialoguesystemforvisuallyimpairedmacronavigation AT mingfangshiu uselearnableknowledgegraphindialoguesystemforvisuallyimpairedmacronavigation AT shuhuichen uselearnableknowledgegraphindialoguesystemforvisuallyimpairedmacronavigation |
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1721300036972707840 |