Trade-offs in Explanatory Model Learning DCAP

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Trade-offs in Explanatory Model Learning DCAP Meeting Madalina Fiterau 22nd of February 2012 1 Outline Motivation: need for interpretable models Overview of data analysis tools Model evaluation accuracy vs complexity Model evaluation

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Presentation Transcript

01
Trade-offs in Explanatory Model Learning DCAP Meeting
Madalina Fiterau 22nd of February 2012 1<br>
02
Outline Motivation: need for interpretable models

Overview of data analysis tools

Model evaluation – accuracy vs complexity

Model evaluation – understandability

Example applications

Summary 2<br>
03
Example Application: Nuclear Threat Detection Border control: vehicles are scanned
Human in the loop interpreting results vehicle scan prediction feedback 3<br>