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Datasets:
Maimemo
/
student-memory-logs

Tasks:
Time Series Forecasting
Modalities:
Tabular
Text
Formats:
csv
Size:
100M - 1B
Tags:
education
spaced-repetition
memory
Libraries:
Datasets
Dask
License:
Dataset card Data Studio Files
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Dataset Viewer (First 5GB)
Auto-converted to Parquet Duplicate
u
string
w
string
i
int64
t_history
string
r_history
string
delta_t
int64
r
int64
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ministry
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lease
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parliament
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5
0
2ed1b3
poisonous
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53
1
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affiliate
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0,1,1,1,1,1,1
41
1
894580
alliance
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nevertheless
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constituent
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30
1
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bare
2
0
0
1
1
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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).

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