Research on the Correlation between Multisource Big Data Virtual Assisted Preschool Education and the Development of...

Area of Science:

• Educational Psychology
• Computer Science
• Data Science

Background:

• Innovation ability is a vital component of children's core literacy and a primary objective of science curricula.
• Developing innovation skills is essential for children to navigate scientific challenges in personal and social contexts and adapt to future life.
• Database design principles, including table structure, storage allocation, and indexing, are critical for system optimization and user experience.

Purpose of the Study:

• To investigate the influencing factors on children's innovation ability.
• To introduce an optimized FP-growth parallel algorithm for efficient data processing and load balancing in distributed systems.

Main Methods:

• A survey was conducted to identify and analyze factors influencing children's innovation ability, with statistical models used for evaluation.
• The study implemented a traffic-optimized FP-growth parallel algorithm (TFP) for database management, prioritizing minimal data transmission between nodes.
• Data storage utilized MySQL for system data and Hive for user-uploaded data, with the TFP algorithm enhancing the FP-growth algorithm's efficiency.

Main Results:

• The survey confirmed that family participation and investment, teacher instruction, and peer collaboration positively impact children's innovation ability.
• Experimental results demonstrated that the TFP algorithm achieves node load balancing and reduces inter-node communication, outperforming the traditional FP-growth parallel algorithm.
• Model evaluation confirmed the survey's findings, indicating a strong correlation between identified factors and children's innovation capacity.

Conclusions:

• Family, teachers, and peers play significant roles in cultivating children's innovation skills.
• The developed TFP algorithm offers a more efficient approach to parallel data processing compared to existing methods.
• Enhancing children's innovation ability is critical for their development and future readiness.