Im new to LIME and want to determine its fidelity but since the provided explanations consist of a collection of local models it seemed i should settle for the local fidelity. STILL, I couldnt figure out how to get local fidelity %... or the linear model that locally explains the model.
Does anyone have an idea how to get the fidelity? and is there a way to compute a fidelity that will reflect the performance of LIME for explaining the model in question?
Update: In case someone is looking for this too xD... The local model that is trained can be found at lime.lime_base.explain_instance_with_data under the name easy_model
Hello,
Im new to LIME and want to determine its fidelity but since the provided explanations consist of a collection of local models it seemed i should settle for the local fidelity. STILL, I couldnt figure out how to get local fidelity %... or the linear model that locally explains the model.
Does anyone have an idea how to get the fidelity? and is there a way to compute a fidelity that will reflect the performance of LIME for explaining the model in question?
Update: In case someone is looking for this too xD... The local model that is trained can be found at lime.lime_base.explain_instance_with_data under the name easy_model