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Aggregation Functions: A Guide for Practitioners - Ana Pradera,Tomasa Calvo,Gleb Beliakov

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2010-11-22
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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 suc ... Visas aprašymas

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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.

Daugiau informacijos

Autorius Ana Pradera, Tomasa Calvo, Gleb Beliakov
Leidėjas Springer Berlin Heidelberg
Series Studies in Fuzziness and Soft Computing
Išleidimo metai 2010
Viršelio tipas Minkšti viršeliai
EAN 9783642092893
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165,15 € 254,08 €