Title :
New classes of threshold aggregation functions based upon the Tsallis q-exponential
Author :
Rickard, John T. ; Aisbett, Janet
Author_Institution :
Distrib. Infinity, Inc., Larkspur, CO, USA
Abstract :
We introduce two new classes of single-parameter aggregation functions based upon the Tsallis q-exponential function of non-extensive statistical mechanics. These aggregation functions facilitate simple modeling of two different common human reasoning traits of “threshold” inference, where either: 1) at least one input must exceed a threshold in order to achieve a non-zero aggregation output, or 2) if any one of the inputs exceeds a different threshold, the aggregation output takes its maximum value. We illustrate the thresholding behavior of these functions on interval type-2 fuzzy set inputs.
Keywords :
decision theory; exponential distribution; transfer functions; Tsallis q-exponential function; decision functions; interval type-2 fuzzy set inputs; nonextensive statistical mechanics; nonzero aggregation output; single-parameter aggregation functions; threshold aggregation functions; threshold inference; thresholding behavior; transfer function; Aggregates; Cognition; Equations; Generators; Limiting; Mathematical model; Transfer functions;
Conference_Titel :
IFSA World Congress and NAFIPS Annual Meeting (IFSA/NAFIPS), 2013 Joint
Conference_Location :
Edmonton, AB
DOI :
10.1109/IFSA-NAFIPS.2013.6608540