Datasets:
| license: cc-by-nc-4.0 | |
| task_categories: | |
| - time-series-forecasting | |
| tags: | |
| - education | |
| - spaced-repetition | |
| - memory | |
| # Student Memory Logs Dataset | |
| This dataset contains the 220 million MaiMemo student memory behavior logs used in experiments by Junyao Ye, Jingyong Su, & Yilong Cao (2022). For more details and replication source code, visit: https://github.com/maimemo/SSP-MMC and https://github.com/maimemo/SSP-MMC-Plus. | |
| Related papers: | |
| - Junyao Ye, Jingyong Su, and Yilong Cao. 2022. A Stochastic Shortest Path Algorithm for Optimizing Spaced Repetition Scheduling. In Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. ACM, 4381–4390.doi: 10.1145/3534678.3539081 | |
| - J. Su, J. Ye, L. Nie, Y. Cao and Y. Chen, "Optimizing Spaced Repetition Schedule by Capturing the Dynamics of Memory," in IEEE Transactions on Knowledge and Data Engineering. doi 10.1109/TKDE.2023.3251721 | |
| ## Dataset Files | |
| - `opensource_dataset.tsv`: Main dataset file | |
| - `opensource_dataset_difficulty.tsv`: Difficulty-related data | |
| - `opensource_dataset_forgetting_curve.tsv`: Forgetting curve data | |
| - `opensource_dataset_offset.tsv`: Offset-related data | |
| ## License | |
| This dataset is licensed under CC-BY-NC-4.0 (Creative Commons Attribution-NonCommercial 4.0 International). |