Computational Bias

Computational Bias

1. Data

   • Missing values
   • Inaccurate data

2. Data

   • Missing values
   • Inaccurate values
     • Typographic/ measurement error
     • Duplicate data
     • Deliberate error
     • Stale data
   • Sparse data

3. Performance measure

   • Response bias
   • Recall bias

4. Algorithm

   • Loss function bias
   • Post-hoc confirmation bias

5. Performance Measure

   • Recall bias
   • Response bias

6. Data

   • Missing values
   • Inaccurate values
     • Stale data
     • Deliberate error
     • Typographic/ measurement error
     • Duplicate data
   • Sparse data

7. Algorithm

   • Loss function bias
   • Post-hoc confirmation bias