Issues of Data Mining Kyle Borah OutLine Background Data - - PowerPoint PPT Presentation

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Issues of Data Mining Kyle Borah OutLine Background Data - - PowerPoint PPT Presentation

Mar 03, 2023 337 likes •469 views

Social & Privacy Issues of Data Mining Kyle Borah OutLine Background Data Anonymization Encryption with demo OutLine Background Data Anonymization Encryption with demo Background Companies have your data

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SLIDE 1

Social & Privacy Issues of Data Mining

Kyle Borah

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SLIDE 2

OutLine

  • Background
  • Data Anonymization
  • Encryption with demo
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SLIDE 3

OutLine

  • Background
  • Data Anonymization
  • Encryption with demo
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SLIDE 4

Background

  • Companies have your data
  • Companies are liable
  • GDPR as a model
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SLIDE 5

OutLine

  • Background
  • Data Anonymization
  • Encryption with demo
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SLIDE 6

Data Anonymization

  • Differential Privacy
  • Inject random noise
  • Stripping customer from his/her data
  • ARX
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SLIDE 7

OutLine

  • Background
  • Data Anonymization
  • Encryption with demo
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SLIDE 8

Encryption

  • Hides plaintext
  • Symmetric and asymmetric
  • Better with age
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SLIDE 9

Demo

  • Small set
  • Big set
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SLIDE 10

Results

  • Generating large dataset
  • Encryption took fractions of a sec
  • Not a true workflow
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SLIDE 11

OutLine

  • Background
  • Data Anonymization
  • Encryption with demo
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SLIDE 12

Sources

  • https://ico.org.uk
  • https://github.com/arx-deidentifier/arx
  • https://en.wikipedia.org/wiki/Differential_privacy
  • https://www.nist.gov/publications/encryption-basics