Derivative of functions over lattices as a basis for the notion of interaction between attributes

Abstract : The paper proposes a general notion of interaction between attributes, which can be applied to many fields in decision making and data analysis. It generalizes the notion of interaction defined for criteria modelled by capacities, by considering functions defined on lattices. For a given problem, the lattice contains for each attribute the partially ordered set of remarkable points or levels. The interaction is based on the notion of derivative of a function defined on a lattice, and appears as a generalization of the Shapley value or other probabilistic values.
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Submitted on : Tuesday, November 13, 2007 - 5:30:05 PM
Last modification on : Tuesday, March 27, 2018 - 11:48:05 AM
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Michel Grabisch, Christophe Labreuche. Derivative of functions over lattices as a basis for the notion of interaction between attributes. Annals of Mathematics and Artificial Intelligence, Springer Verlag, 2007, 49 (1-4), pp.151-170. ⟨10.1007/s10472-007-9052-7⟩. ⟨hal-00187172⟩

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