Co-Creation in Generic Educational Activities: A Swarming Framework

The flipped classroom model enhances student engagement by encouraging active participation and collaboration, wherein students co-create knowledge by collaborating to address complex educational tasks, fostering deeper interaction between students and teachers. Swarming, a nature-inspired approach, uses collective intelligence to solve complex problems effectively, similar to how students work together in the flipped classroom. The knapsack problem involves selecting a subset of items with maximum desirability while meeting specific constraints. In education, this can represent choosing the most relevant resources from a large corpus for a given research question while managing constraints like time or complexity. This work proposes a framework that maps the task of selecting educational resources to the knapsack problem, solving it through the Ant Colony Optimization (ACO) algorithm to leverage collaborative learning. Experimentation shows that the proposed solution is more suitable for this context, while ACOs sensitivity analysis demonstrates its effectiveness for the framework’s needs.

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Publication Details

Journal
International Journal of Artificial Intelligence Tools
Published
2025-08-15
DOI
https://doi.org/10.1142/s0218213025400068
Primary Topic
Innovative Teaching and Learning Methods
Type
article
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article

Co-Creation in Generic Educational Activities: A Swarming Framework

Ioannis Karydis, Eleni Orphanidou Vlachou, Panagiotis Gratsanis, Gregory Gasteratos
International Journal of Artificial Intelligence Tools
Innovative Teaching and Learning Methods
article

Co-Creation in Generic Educational Activities: A Swarming Framework

Ioannis Karydis, Eleni Orphanidou Vlachou, Panagiotis Gratsanis, Gregory Gasteratos
article en

Abstract

The flipped classroom model enhances student engagement by encouraging active participation and collaboration, wherein students co-create knowledge by collaborating to address complex educational tasks, fostering deeper interaction between students and teachers. Swarming, a nature-inspired approach, uses collective intelligence to solve complex problems effectively, similar to how students work together in the flipped classroom. The knapsack problem involves selecting a subset of items with maximum desirability while meeting specific constraints. In education, this can represent choosing the most relevant resources from a large corpus for a given research question while managing constraints like time or complexity. This work proposes a framework that maps the task of selecting educational resources to the knapsack problem, solving it through the Ant Colony Optimization (ACO) algorithm to leverage collaborative learning. Experimentation shows that the proposed solution is more suitable for this context, while ACOs sensitivity analysis demonstrates its effectiveness for the framework’s needs.

International Journal of Artificial Intelligence ToolsVol. 34(06)
Ionian University (GR)
Openalex Percentile: Top 77%
Innovative Teaching and Learning Methods
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Co-Creation in Generic Educational Activities: A Swarming Framework — Ioannis Karydis, Eleni Orphanidou Vlachou, et al. · International Journal of Artificial Intelligence Tools (2025) | TGRS Research Map | TGRS