L5.02

Local and Global Explanations

Cards in this group · 8

  1. L5.02.1A local explanation accounts for a single output
  2. L5.02.2A global explanation accounts for overall behavioural tendency
  3. L5.02.3Users need different explanation levels in different situations
  4. L5.02.4Local explanations support accepting or contesting a single result
  5. L5.02.5Global explanations support judging whether to keep relying on the system
  6. L5.02.6An overall impression induced from a few local explanations is often wrong
  7. L5.02.7Feature importance is a correlation ranking, not a causal account
  8. L5.02.8Developers need debugging information; end users need grounds for action — they cannot share one explanation