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The development of robotics courses for young children under vector space model
Robotics education is important in training children’s thinking, practical, and innovation abilities. It is significant to stimulate children’s interest in learning and improve their learning quality. The existing research has not paid attention to the application of robotics education in children....
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10615307/ https://www.ncbi.nlm.nih.gov/pubmed/37903085 http://dx.doi.org/10.1371/journal.pone.0293397 |
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author | Zuo, Yuanyuan Che, Lixuan Zhang, Liping |
author_facet | Zuo, Yuanyuan Che, Lixuan Zhang, Liping |
author_sort | Zuo, Yuanyuan |
collection | PubMed |
description | Robotics education is important in training children’s thinking, practical, and innovation abilities. It is significant to stimulate children’s interest in learning and improve their learning quality. The existing research has not paid attention to the application of robotics education in children. It is necessary to stimulate children’s interest in learning. This paper will take senior kindergarten students as the research object. It analyzes the application of the Vector Space Model (VSM) in robotics course development. The research and development of children’s robotics courses incorporating Artificial Intelligence technology are based on the survey results of robotics courses offered by 38 kindergartens in Baoji City. An automatic document classification system based on VSM is designed to assist in compiling robotics teaching textbooks. Finally, the system performance is tested. The results show that about 24% of kindergartens offer robotics courses, and 76% do not. Besides, 70.14% of teachers support the establishment of children’s robotics courses. The classification effect of the VSM system is better than that of Chinese documents. This system performs better than the automatic document classification system based on Term Frequency–Inverse Document Frequency. Its classification accuracy, recall, and F1 value are all above 85%. The development of the robotics course provides a better teaching environment for teaching young children about AI and robots. The robotics education discussed in this paper is a hot spot in the current curriculum reform and is of great significance to the development and innovation in early childhood education. |
format | Online Article Text |
id | pubmed-10615307 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-106153072023-10-31 The development of robotics courses for young children under vector space model Zuo, Yuanyuan Che, Lixuan Zhang, Liping PLoS One Research Article Robotics education is important in training children’s thinking, practical, and innovation abilities. It is significant to stimulate children’s interest in learning and improve their learning quality. The existing research has not paid attention to the application of robotics education in children. It is necessary to stimulate children’s interest in learning. This paper will take senior kindergarten students as the research object. It analyzes the application of the Vector Space Model (VSM) in robotics course development. The research and development of children’s robotics courses incorporating Artificial Intelligence technology are based on the survey results of robotics courses offered by 38 kindergartens in Baoji City. An automatic document classification system based on VSM is designed to assist in compiling robotics teaching textbooks. Finally, the system performance is tested. The results show that about 24% of kindergartens offer robotics courses, and 76% do not. Besides, 70.14% of teachers support the establishment of children’s robotics courses. The classification effect of the VSM system is better than that of Chinese documents. This system performs better than the automatic document classification system based on Term Frequency–Inverse Document Frequency. Its classification accuracy, recall, and F1 value are all above 85%. The development of the robotics course provides a better teaching environment for teaching young children about AI and robots. The robotics education discussed in this paper is a hot spot in the current curriculum reform and is of great significance to the development and innovation in early childhood education. Public Library of Science 2023-10-30 /pmc/articles/PMC10615307/ /pubmed/37903085 http://dx.doi.org/10.1371/journal.pone.0293397 Text en © 2023 Zuo et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Zuo, Yuanyuan Che, Lixuan Zhang, Liping The development of robotics courses for young children under vector space model |
title | The development of robotics courses for young children under vector space model |
title_full | The development of robotics courses for young children under vector space model |
title_fullStr | The development of robotics courses for young children under vector space model |
title_full_unstemmed | The development of robotics courses for young children under vector space model |
title_short | The development of robotics courses for young children under vector space model |
title_sort | development of robotics courses for young children under vector space model |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10615307/ https://www.ncbi.nlm.nih.gov/pubmed/37903085 http://dx.doi.org/10.1371/journal.pone.0293397 |
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