In this work we investigate how Rough Set Theory could be employed to model uncertainty and information incompleteness about a Reaction System. The approach that we propose is inspired by the idea of an abstract scientific experiment: we define the notion of test, which defines an approximation space on the states of a Reaction System, and observation, to represent the interactive process of knowledge building that is typical of complex systems. We then define appropriate notions of reducts and study their characterization in terms of both computational complexity and relationships with standard definitions of reducts in terms of Information Tables.

Campagner, A., Ciucci, D., Dorigatti, V. (2020). Approximate Reaction Systems Based on Rough Set Theory. In Rough Sets International Joint Conference, IJCRS 2020, Havana, Cuba, June 29 – July 3, 2020, Proceedings (pp.48-60). Springer [10.1007/978-3-030-52705-1_4].

Approximate Reaction Systems Based on Rough Set Theory

Campagner, Andrea
;
Ciucci Davide;Dorigatti, Valentina
2020

Abstract

In this work we investigate how Rough Set Theory could be employed to model uncertainty and information incompleteness about a Reaction System. The approach that we propose is inspired by the idea of an abstract scientific experiment: we define the notion of test, which defines an approximation space on the states of a Reaction System, and observation, to represent the interactive process of knowledge building that is typical of complex systems. We then define appropriate notions of reducts and study their characterization in terms of both computational complexity and relationships with standard definitions of reducts in terms of Information Tables.
paper
Complex systems; Reaction Systems; Rough sets;
English
International Joint Conference, IJCRS 2020 - June 29 – July 3, 2020
2020
Bello, R; Miao, D; Falcon, R; Nakata, M; Rosete, A; Ciucci, D
Rough Sets International Joint Conference, IJCRS 2020, Havana, Cuba, June 29 – July 3, 2020, Proceedings
9783030527044
29-giu-2020
2020
12179 LNCS
48
60
none
Campagner, A., Ciucci, D., Dorigatti, V. (2020). Approximate Reaction Systems Based on Rough Set Theory. In Rough Sets International Joint Conference, IJCRS 2020, Havana, Cuba, June 29 – July 3, 2020, Proceedings (pp.48-60). Springer [10.1007/978-3-030-52705-1_4].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10281/327378
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