Artificial Intelligence
The most popular types of local explanation methods fall into three broad categories.
Essentially, feature attribution methods show what the model pays the most attention to when it makes a prediction. “The good thing about this explanation method is it tells you exactly how you need to change the input to flip the decision, which could have practical usage. For someone who is applying for a mortgage and didn’t get it, this explanation would tell them what they need to do to achieve their desired outcome,” he says.
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