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  Pedreschi, Dino Add to Alert Profile  
 
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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  
  Mobility, data mining and privacy: geographic knowledge discovery
Giannotti F., Pedreschi D., Springer Publishing Company, Incorporated, 2008. 410 pp.  Type: Book (9783540751762)

Cars let us go anywhere we want. Mobile phones let us talk on the move. Wireless networks let us access what we want, anywhere and at anytime. People are becoming nomadic. However, no matter where we go, no matter what we do, we leave ...
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Jun 6 2008  
  Symbolic semantics and program reduction
Ambriola V., Giannotti F., Pedreschi D., Turini F. (ed) IEEE Transactions on Software Engineering SE-11(9): 784-794, 1985.  Type: Article

The authors describe a program reduction technique for functional programs. The reduction technique is based on the “symbolic execution and simplification of conditionals.” The program reduction technique takes a fu...
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Jun 1 1986  

   
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