README.md

metadata

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).