Research on Optimal Allocation of Educational Resources Based on Deep Learning

In response to the problem of unequal distribution of education in some regions, a model for the allocation of learning resources based on the difference evolution algorithm is proposed. Using actual data and textbook resource allocation examples from teachers in six districts and cities, this study compares and analyzes the learning outcomes of resource allocation using simulation simulation. The results show that compared to the learning resource allocation model based on the combined model, this model has a similar work distribution, and at the same time, it is not easy, and it allows for effective learning resource allocation and educational management decision making.

Authors

Institutions

Publication Details

Published
2025-03-21
DOI
https://doi.org/10.1109/iscait64916.2025.11010300
Primary Topic
Educational Reforms and Innovations
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Research on Optimal Allocation of Educational Resources Based on Deep Learning

Xu Li
Educational Reforms and Innovations
article

Research on Optimal Allocation of Educational Resources Based on Deep Learning

Xu Li
article en

Abstract

In response to the problem of unequal distribution of education in some regions, a model for the allocation of learning resources based on the difference evolution algorithm is proposed. Using actual data and textbook resource allocation examples from teachers in six districts and cities, this study compares and analyzes the learning outcomes of resource allocation using simulation simulation. The results show that compared to the learning resource allocation model based on the combined model, this model has a similar work distribution, and at the same time, it is not easy, and it allows for effective learning resource allocation and educational management decision making.

Wuhan Business University (CN)
Openalex Percentile: Top 84%
Educational Reforms and Innovations
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.