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The development of robotics courses for young children under vector space model
Yuanyuan Zuo1, Lixuan Che2, Liping Zhang3
1School of Preschool Education, Jinan Vocational College, Jinan, China.
Robotics education is crucial for young learners, enhancing thinking and innovation. A Vector Space Model system improved AI robotics course development, showing high accuracy in classifying educational documents for kindergartens.
Area of Science:
- Early Childhood Education
- Educational Technology
- Artificial Intelligence in Education
Background:
- Robotics education is vital for developing children's cognitive, practical, and innovative skills.
- Existing research lacks focus on applying robotics education specifically for young children.
- Stimulating children's interest and improving learning quality are key objectives.
Purpose of the Study:
- To analyze the application of the Vector Space Model (VSM) in developing robotics courses for senior kindergarten students.
- To design an automatic document classification system using VSM to aid in compiling robotics teaching materials.
- To assess the feasibility and teacher support for integrating AI and robotics into early childhood education.
Main Methods:
- Survey of robotics course offerings in 38 kindergartens in Baoji City.
- Development of an automatic document classification system based on the Vector Space Model (VSM).
- Performance testing of the VSM system against Chinese documents and Term Frequency-Inverse Document Frequency (TF-IDF) methods.
Main Results:
- Only 24% of surveyed kindergartens currently offer robotics courses.
- A significant majority (70.14%) of teachers support the establishment of children's robotics courses.
- The VSM-based classification system demonstrated superior performance with accuracy, recall, and F1 scores exceeding 85%.
Conclusions:
- The developed robotics course provides an enhanced teaching environment for introducing AI and robots to young children.
- Robotics education is a significant area within current curriculum reforms, crucial for early childhood education innovation.
- The VSM system effectively assists in the development and compilation of robotics teaching resources.
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