bokomslag Aggregation Functions: A Guide for Practitioners
Data & IT

Aggregation Functions: A Guide for Practitioners

Gleb Beliakov Ana Pradera Tomasa Calvo

Inbunden

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Andra format:

  • 361 sidor
  • 2008
Aggregation of information is of primary importance in the construction of knowledge based systems in various domains, ranging from medicine, economics, and engineering to decision-making processes, artificial intelligence, robotics, and machine learning. This book gives a broad introduction into the topic of aggregation functions, and provides a concise account of the properties and the main classes of such functions, including classical means, medians, ordered weighted averaging functions, Choquet and Sugeno integrals, triangular norms, conorms and copulas, uninorms, nullnorms, and symmetric sums. It also presents some state-of-the-art techniques, many graphical illustrations and new interpolatory aggregation functions. A particular attention is paid to identification and construction of aggregation functions from application specific requirements and empirical data. This book provides scientists, IT specialists and system architects with a self-contained easy-to-use guide, as well as examples of computer code and a software package. It will facilitate construction of decision support, expert, recommender, control and many other intelligent systems.
  • Författare: Gleb Beliakov, Ana Pradera, Tomasa Calvo
  • Illustratör: 181 schw-w Zeichn 181 schw-w Abb 7 schw-w Tabellen
  • Format: Inbunden
  • ISBN: 9783540737209
  • Språk: Engelska
  • Antal sidor: 361
  • Utgivningsdatum: 2008-02-01
  • Förlag: Springer-Verlag Berlin and Heidelberg GmbH & Co. K