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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....

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Detalles Bibliográficos
Autores principales: Zuo, Yuanyuan, Che, Lixuan, Zhang, Liping
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
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.
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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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