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Undetectable Error in Independent Dual Programming Validation

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Presentation on theme: "Undetectable Error in Independent Dual Programming Validation"— Presentation transcript:

1 Undetectable Error in Independent Dual Programming Validation
Long Zheng Data Science Institute, Takeda Pharmaceutical Company Limited in Boston, Massachusetts

2 Types of Errors Undetectable Error: Detectable Error:
If two programmers make the same mistake in a unit process Detectable Error: If only one programmer makes a mistake in a unit process 2019 Joint Statistical Meetings of 9

3 Distribution of Undetectable Error
Number of Undetectable errors follows the Poisson distribution with error rate 2019 Joint Statistical Meetings of 9

4 Distribution of Undetectable Error (4)
2019 Joint Statistical Meetings of 9

5 Distribution of Detectable Error
Number of detectable errors follows the Poisson distribution with error rate 2019 Joint Statistical Meetings of 9

6 Using Detectable Errors to Estimate Undetectable Errors
If mean of detectable error number is in validation, and , then where 2019 Joint Statistical Meetings of 9

7 Estimating Reliability of Results from Outsourcing
Estimate total number of errors from outsourcing … 2019 Joint Statistical Meetings of 9

8 Acknowledgments I would like to thank Michael Hale, John Anthony and Xiao Li for their valuable feedback and support. 2019 Joint Statistical Meetings of 9

9 2019 Joint Statistical Meetings
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