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Transparency as design publicity: explaining and justifying inscrutable algorithms

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In this paper we argue that transparency of machine learning algorithms, just as explanation, can be defined at different levels of abstraction. We criticize recent attempts to identify the explanation of black box algorithms with making their decisions (post-... ...