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https://github.com/lukasjhan/data-de-identification
https://github.com/lukasjhan/data-de-identification
Last synced: about 1 month ago
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- Host: GitHub
- URL: https://github.com/lukasjhan/data-de-identification
- Owner: lukasjhan
- Created: 2023-04-30T08:08:54.000Z (over 1 year ago)
- Default Branch: master
- Last Pushed: 2023-04-30T08:09:21.000Z (over 1 year ago)
- Last Synced: 2024-10-24T08:52:33.621Z (3 months ago)
- Language: Python
- Size: 2.93 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# KISA Data De-Identification Challenge 2019
## ABSTRACT
It is a automation script for KISA Data De-Identification Challenge 2019
## De-Identification
### Pseudonymization
- Pseudonymization
- Heuristic pseudonymization
- Encryption
- Swapping
- Aggregation
- Aggregation
- Micro Aggregation
- Rounding
- Rearrangement
- Data Reduction
- Removing Identifier
- Partical Removing Identifier
- Reducing Records
- Data Suppression
- Random Rounding
- Data Range
- Controlled Rounding
- Data Masking
- Adding Random Noise
- blank and impute
### k-anonymization
- k-anonymization
- l-diversity
- t-closeness
- Differential Privacy
## Re-Identification
- Detecting unique value
- Detecting outlier value
- Infering k-anonymization
- Similarity calculation based on Similarity Dictionary(ML)
- Multithreading
## Result
We got 4th prize(President KISA Award)