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GUIDE TO BASIC DATA ANONYMISATION TECHNIQUES …

GUIDE TO BASIC DATA ANONYMISATION TECHNIQUES Published 25 January 2018 2 GUIDE TO BASIC DATA ANONYMISATION TECHNIQUES (published 25 January 2018) TABLE OF CONTENTS PART 1: OVERVIEW .. 3 1 Introduction .. 3 2 Purpose and Scope of This GUIDE .. 3 3 Terminology .. 6 PART 2: BACKGROUND .. 8 4 Data ANONYMISATION Concepts .. 8 5 Disclosure risks .. 11 PART 3: BASIC DATA ANONYMISATION TECHNIQUES .. 12 6 Attribute Suppression .. 12 7 Record Suppression .. 13 8 Character Masking .. 13 9 Pseudonymisation .. 15 10 Generalisation .. 18 11 Swapping .. 20 12 Data Perturbation .. 21 13 Synthetic Data .. 22 14 Data Aggregation .. 25 PART 4: PUTTING IT TOGETHER .. 26 15 ANONYMISATION 26 16 K-anonymity a measure of risk .. 28 17 Assessing the Risk of 30 18 Technical Controls .. 33 19 Governance .. 34 20 Acknowledgements .. 35 Annex A: Summary of ANONYMISATION TECHNIQUES .. 37 Annex B: Main References .. 38 3 GUIDE TO BASIC DATA ANONYMISATION TECHNIQUES (published 25 January 2018) PART 1: OVERVIEW 1 Introduction The collection, use and disclosure of individuals personal data by organisations in Singapore is governed by the Personal Data Protection Act 2012 (the PDPA ).

spreadsheet or a relational database, but may be held or released in other defined formats, for example XML, CSV, JSON, etc. This Guide describes the techniques and provides examples in the more common tabular format, but this does not imply that the techniques only apply to …

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ADVISORY GUIDELINES ON THE PERSONAL DATA …

www.pdpc.gov.sg

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ADVISORY GUIDELINES ON THE PERSONAL DATA …

www.pdpc.gov.sg

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www.pdpc.gov.sg

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www.pdpc.gov.sg

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www.pdpc.gov.sg

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www.pdpc.gov.sg

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www.pdpc.gov.sg

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www.pdpc.gov.sg

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