Saved in:
| Main Authors: | , , , |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | https://arxiv.org/abs/2406.17518 |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1866916301269630976 |
|---|---|
| author | Wei, Yuang Zhou, Yizhou Jiang, Yuan-Hao Jiang, Bo |
| author_facet | Wei, Yuang Zhou, Yizhou Jiang, Yuan-Hao Jiang, Bo |
| contents | A reliable knowledge structure is a prerequisite for building effective adaptive learning systems and intelligent tutoring systems. Pursuing an explainable and trustworthy knowledge structure, we propose a method for constructing causal knowledge networks. This approach leverages Bayesian networks as a foundation and incorporates causal relationship analysis to derive a causal network. Additionally, we introduce a dependable knowledge-learning path recommendation technique built upon this framework, improving teaching and learning quality while maintaining transparency in the decision-making process. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2406_17518 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Enhancing Explainability of Knowledge Learning Paths: Causal Knowledge Networks Wei, Yuang Zhou, Yizhou Jiang, Yuan-Hao Jiang, Bo Artificial Intelligence Social and Information Networks A reliable knowledge structure is a prerequisite for building effective adaptive learning systems and intelligent tutoring systems. Pursuing an explainable and trustworthy knowledge structure, we propose a method for constructing causal knowledge networks. This approach leverages Bayesian networks as a foundation and incorporates causal relationship analysis to derive a causal network. Additionally, we introduce a dependable knowledge-learning path recommendation technique built upon this framework, improving teaching and learning quality while maintaining transparency in the decision-making process. |
| title | Enhancing Explainability of Knowledge Learning Paths: Causal Knowledge Networks |
| topic | Artificial Intelligence Social and Information Networks |
| url | https://arxiv.org/abs/2406.17518 |