A Practical Guide to Averaging Functions - Gleb Beliakov, Humberto Bustince Sola, Tomasa Calvo

A Practical Guide to Averaging Functions

Buch | Hardcover
XIX, 352 Seiten
2015 | 1st ed. 2016
Springer International Publishing (Verlag)
978-3-319-24751-9 (ISBN)
160,49 inkl. MwSt
This book offers an easy-to-use and practice-oriented reference guide to mathematical averages. It presents different ways of aggregating input values given on a numerical scale, and of choosing and/or constructing aggregating functions for specific applications. Building on a previous monograph by Beliakov et al. published by Springer in 2007, it outlines new aggregation methods developed in the interim, with a special focus on the topic of averaging aggregation functions. It examines recent advances in the field, such as aggregation on lattices, penalty-based aggregation and weakly monotone averaging, and extends many of the already existing methods, such as: ordered weighted averaging (OWA), fuzzy integrals and mixture functions. A substantial mathematical background is not called for, as all the relevant mathematical notions are explained here and reported on together with a wealth of graphical illustrations of distinct families of aggregation functions. The authors mainly focus on practical applications and give central importance to the conciseness of exposition, as well as the relevance and applicability of the reported methods, offering a valuable resource for computer scientists, IT specialists, mathematicians, system architects, knowledge engineers and programmers, as well as for anyone facing the issue of how to combine various inputs into a single output value.

Notations and Abbreviations.- Classical Averaging Functions.- Ordered Weighted Averaging.- Fuzzy Integrals.- Penalty Based Averages.- More Types of Averaging and Construction Methods.- Non-monotone Averages.- Averages on Lattices.

Erscheinungsdatum
Reihe/Serie Studies in Fuzziness and Soft Computing
Zusatzinfo XIX, 352 p. 44 illus. in color.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Themenwelt Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Technik Elektrotechnik / Energietechnik
Wirtschaft Betriebswirtschaft / Management
Schlagworte Aggregation on Product Lattices • Aggregation Operators • artificial intelligence (incl. robotics) • Bonferroni Mean • Choquet and Sugeno Integrals • Computational Intelligence • Constructing Aggregation Functions • Control, Robotics, Mechatronics • Counter-Harmonic Means • Engineering • Gini Mean • Intuitionistic OWA • Mixed Aggregation Functions • Multiple Attribute Decision Making • Operations Research, Management Science • Triangular Norms and Conforms
ISBN-10 3-319-24751-4 / 3319247514
ISBN-13 978-3-319-24751-9 / 9783319247519
Zustand Neuware
Haben Sie eine Frage zum Produkt?
Mehr entdecken
aus dem Bereich
von absurd bis tödlich: Die Tücken der künstlichen Intelligenz

von Katharina Zweig

Buch | Softcover (2023)
Heyne (Verlag)
20,00