Experiences… and what we make of them
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Some days ago I read a post about bias written by a colleague here at the Department of Informatics, Systems and Communication of the University of Milano-Bicocca. The post discussed the relationship between what he called “model bias” and “domain bias”. The point was, in some cases the bias is not in the model, or - better - it was not introduced by the model, but it is rather replicated from the data describing a phenomenon. In turn, those data are not necessarily biased, what is biased is our world (the domain), our society, sometimes even our formal rules.