Introduction to Preserving Validity In Adaptive Data Analysis

Exploring Preserving Validity In Adaptive Data Analysis reveals several interesting facts. In recent research with a team of computer scientists from industry and academia, Vitaly Feldman, research scientist at IBM ...

Preserving Validity In Adaptive Data Analysis Comprehensive Overview

Thomas Steinke, IBM Almaden https://simons.berkeley.edu/talks/thomas-steinke-12-1-17 Optimization, Statistics and Uncertainty. Title: Using Differential Privacy to Control False Discovery in Vitaly Feldman, IBM Almaden Computational Challenges in Machine Learning ...

... and a connection with the recent line of work on

Summary & Highlights for Preserving Validity In Adaptive Data Analysis

  • 2015, they showed that differential privacy can help
  • A short spotlight talk from ICML 2022 conference. The full paper can be seen here: https://arxiv.org/abs/2201.08704 #icml ...
  • Practical Confidentiality
  • Learn about different types of measurement
  • Program Analysis for

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