kappalab:Non-Additive Measure and Integral Manipulation Functions
S4 tool box for capacity (or non-additive measure, fuzzy measure) and integral manipulation in a finite setting. It
contains routines for handling various types of set functions
such as games or capacities. It can be used to compute several
non-additive integrals: the Choquet integral, the Sugeno
integral, and the symmetric and asymmetric Choquet integrals.
An analysis of capacities in terms of decision behavior can be
performed through the computation of various indices such as
the Shapley value, the interaction index, the orness degree,
etc. The well-known Möbius transform, as well as other
equivalent representations of set functions can also be
computed. Kappalab further contains seven capacity
identification routines: three least squares based approaches,
a method based on linear programming, a maximum entropy like
method based on variance minimization, a minimum distance
approach and an unsupervised approach based on parametric
entropies. The functions contained in Kappalab can for instance
be used in the framework of multicriteria decision making or
cooperative game theory.