Sage Research Methods Video: Research Ethics and Integrity - Developing Automated Text Anonymization for Ethical Data Sharing

Name: Developing Automated Text Anonymization for Ethical Data Sharing
Uploaded: 2022-01-17
Duration: 17 min 40 s
Description: Bennett Kleinberg, PhD, assistant professor, Department of Methodology & Statistics, Tilburg University, discusses developing automated text anonymization for ethical data sharing, including building and evaluating an anonymization tool, the motivated intruder test, evaluation of Text Wash results, and the future of anonymization.

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Video Type: Case Study

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  Kleinberg, B. (Academic). (2022). Developing automated text anonymization for ethical data sharing [Video]. Sage Research Methods. https://doi.org/10.4135/9781529603750
  
  Kleinberg, Bennett. "Developing Automated Text Anonymization for Ethical Data Sharing." In Sage Video. : SAGE Publications, Ltd., 2022. Video, 00:17:40. https://doi.org/10.4135/9781529603750.
  
  Kleinberg, B., 2022. Developing Automated Text Anonymization for Ethical Data Sharing, Sage Video. [Streaming Video] London: Sage Publications Ltd. Available at: <https://doi.org/10.4135/9781529603750 & gt; [Accessed 30 Nov 2023].
  
  Kleinberg, Bennett. Developing Automated Text Anonymization for Ethical Data Sharing. Online video clip. SAGE Video. London: SAGE Publications, Ltd., 17 Jan 2022. doi: https://doi.org/10.4135/9781529603750. 30 Nov 2023.
  
  Developing Automated Text Anonymization for Ethical Data Sharing [Streaming video]. 2022. doi:10.4135/9781529603750. Accessed 11/30/2023
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Summary
Chapters
Video Info
Supplementary material

Summary

Bennett Kleinberg, PhD, assistant professor, Department of Methodology & Statistics, Tilburg University, discusses developing automated text anonymization for ethical data sharing, including building and evaluating an anonymization tool, the motivated intruder test, evaluation of Text Wash results, and the future of anonymization.

Chapter 1: Bennett Kleinberg Introduces Automated Text Anonymization for Ethical Data Sharing
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- Start time: 00:00:00
- End time: 00:02:33
Chapter 2: Bennett Kleinberg Discusses Text Anonymization
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- Start time: 00:02:34
- End time: 00:04:52
Chapter 3: Bennett Kleinberg Explains How to Build and Evaluate a Text Anonymization Tool
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- Start time: 00:04:53
- End time: 00:08:38
Chapter 4: Bennett Kleinberg Discusses the Motivated Intruder Test
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- Start time: 00:08:39
- End time: 00:10:23
Chapter 5: Bennett Kleinberg Discusses Text Wash Evaluation Results
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- Start time: 00:10:24
- End time: 00:14:38
Chapter 6: Bennett Kleinberg Discusses the Future for Automated Text Anonymization
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- Start time: 00:14:39
- End time: 00:17:40

Product: Sage Research Methods Video: Research Ethics and Integrity
Type of Content: Case Study
Title: Developing Automated Text Anonymization for Ethical Data Sharing
Publisher: SAGE Publications, Ltd.
- Publication year: 2022
- Online pub date: January 17, 2022
Discipline: Sociology, Public Health, Psychology, Computer Science, Health, Technology, Science, Communication and Media Studies, Medicine
Methods: Research ethics, Data ethics, Textual analysis, Data management, Anonymity, Natural language processing, Machine learning
Duration: 00:17:40
DOI: https://doi.org/10.4135/9781529603750
Keywords:
algorithms, anonymity, automation, data management, evaluation, natural language processing, research ethics, Social science research, technical tools and supports, text analysis
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Academic: Bennett Kleinberg

Online ISBN: 9781529603750

Copyright: ©SAGE Publications Ltd., 2022

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  Kleinberg, B. (Academic). (2022). Developing automated text anonymization for ethical data sharing [Video]. Sage Research Methods. https://doi.org/10.4135/9781529603750
  
  Kleinberg, Bennett. "Developing Automated Text Anonymization for Ethical Data Sharing." In Sage Video. : SAGE Publications, Ltd., 2022. Video, 00:17:40. https://doi.org/10.4135/9781529603750.
  
  Kleinberg, B., 2022. Developing Automated Text Anonymization for Ethical Data Sharing, Sage Video. [Streaming Video] London: Sage Publications Ltd. Available at: <https://doi.org/10.4135/9781529603750 & gt; [Accessed 30 Nov 2023].
  
  Kleinberg, Bennett. Developing Automated Text Anonymization for Ethical Data Sharing. Online video clip. SAGE Video. London: SAGE Publications, Ltd., 17 Jan 2022. doi: https://doi.org/10.4135/9781529603750. 30 Nov 2023.
  
  Developing Automated Text Anonymization for Ethical Data Sharing [Streaming video]. 2022. doi:10.4135/9781529603750. Accessed 11/30/2023
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Research ethics

Discover method in the Methods Map

Resources

References

Further Reading

Kleinberg, B, Mozes , M, & Davies, T(2019).Making sensitive text data accessible for computational social science. SAGE Ocean, https://ocean.sagepub.com/blog/making-sensitive-text-data-accessible-for-computational-social-science

Further Reading

Kleinberg, B, Mozes , M, & Davis, T(2019).What does it mean to anonymize text?. SAGE Ocean, https://ocean.sagepub.com/blog/what-does-it-mean-to-anonymize-text

Further Reading

Mozes, M, & Kleinberg, B(2021).No intruder, no validity: Evaluation criteria for privacy-preserving text anonymization. arXiv.org, 5.

Further Reading

Textwash. https://textwash.co.uk/

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Video Type: Case Study

Transcript

Summary

Chapters

Video Info

Supplementary material

Chapter 1: Bennett Kleinberg Introduces Automated Text Anonymization for Ethical Data Sharing

Chapter 2: Bennett Kleinberg Discusses Text Anonymization

Chapter 3: Bennett Kleinberg Explains How to Build and Evaluate a Text Anonymization Tool

Chapter 4: Bennett Kleinberg Discusses the Motivated Intruder Test

Chapter 5: Bennett Kleinberg Discusses Text Wash Evaluation Results

Chapter 6: Bennett Kleinberg Discusses the Future for Automated Text Anonymization

Resources

Resources

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Developing Automated Text Anonymization for Ethical Data Sharing

Video Type: Case Study

Transcript

Summary

Chapters

Video Info

Supplementary material

Chapter 1: Bennett Kleinberg Introduces Automated Text Anonymization for Ethical Data Sharing

Chapter 2: Bennett Kleinberg Discusses Text Anonymization

Chapter 3: Bennett Kleinberg Explains How to Build and Evaluate a Text Anonymization Tool

Chapter 4: Bennett Kleinberg Discusses the Motivated Intruder Test

Chapter 5: Bennett Kleinberg Discusses Text Wash Evaluation Results

Chapter 6: Bennett Kleinberg Discusses the Future for Automated Text Anonymization

Discover method in the Methods Map

Resources

Resources

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