library to explain models for Entity Resolution
Project description
ExplainER
ERExplain is a package to explain any Entity Resolution model, using a Black-Box approach
Key Features
The explanations can be provided into two different ways:
- Attribute-Level: the system shows to the user a histogram reporting the importance of the attributes with respect to the prediction. The importance is a number in [0,1]
- Value-level: the system shows to the user, for each chosen attribute set/single attribute A, the most influential values for A, with respect to the prediction
Tech
Dillinger uses some well-know libraries:
Installation
To install the package simply run
$ pip install erexplain
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