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Monreale, Anna
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A survey of methods for explaining black box models
Guidotti R., Monreale A., Ruggieri S., Turini F., Giannotti F., Pedreschi D. ACM Computing Surveys 51(5): 1-42, 2019. Type: Article
Computerized decision support systems have significant social consequences, and yet they are capable of mistakes or bias. Can an autonomous driving system be trusted, for example, when its visual scene recognition was implemented as a ...
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Jan 25 2019
Discrimination- and privacy-aware patterns
Hajian S., Domingo-Ferrer J., Monreale A., Pedreschi D., Giannotti F. Data Mining and Knowledge Discovery 29(6): 1733-1782, 2015. Type: Article
One of the difficulties in analyzing large blocks of data to derive usable information is the potential for accidentally including personal or discriminatory data, making the information unusable because of various laws. The authors pr...
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Feb 17 2016
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