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Bücher Wissen & Bildung Englische Bücher Naturwissenschaft, Medizin, Informatik, Technik Informatik & EDV Informatik Artificial Intelligence Techniques for Rational Decision Making
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Artificial Intelligence Techniques for Rational Decision Making
Tshilidzi Marwala (Taschenbuch, Englisch)
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Beschreibung
Develops insights into solving complex problems in engineering, biomedical sciences, social science and economics based on artificial intelligence. Some of the problems studied are in interstate conflict, credit scoring, breast cancer diagnosis, condition monitoring, wine testing, image processing and optical character recognition. The author discusses and applies the concept of flexibly-bounded… rationality which prescribes that the bounds in Nobel Laureate Herbert Simon’s bounded rationality theory are flexible due to advanced signal processing techniques, Moore’s Law and artificial intelligence. Artificial Intelligence Techniques for Rational Decision Making examines and defines the concepts of causal and correlation machines and applies the transmission theory of causality as a defining factor that distinguishes causality from correlation. It develops the theory of rational counterfactuals which are defined as counterfactuals that are intended to maximize theattainment of a particular goal within the context of a bounded rational decision making process. Furthermore, it studies four methods for dealing with irrelevant information in decision making: Theory of the marginalization of irrelevant information Principal component analysis Independent component analysis Automatic relevance determination method In addition it studies the concept of group decision making and various ways of effecting group decision making within the context of artificial intelligence. Rich in methods of artificial intelligence including rough sets, neural networks, support vector machines, genetic algorithms, particle swarm optimization, simulated annealing, incremental learning and fuzzy networks, this book will be welcomed by researchers and students working in these areas. 53,49 €
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Technische Daten
Erscheinungsdatum
22.09.2016
Sprache
Englisch
EAN
9783319382982, 9783319382982
Herausgeber
Springer International Publishing
Serien- oder Bandtitel
Advanced Information and Knowledge Processing
Sonderedition
Nein
Autor
Tshilidzi Marwala
Seitenanzahl
168
Einbandart
Taschenbuch
Schlagwörter
Artificial intelligence, Causality, Correlation, Decision making framework, Flexibly-bounded rationality
Thema-Inhalt
UYQ - Künstliche Intelligenz
PBT - Wahrscheinlichkeitsrechnung und Statistik
KJT - Unternehmensforschung
KJMD - Management: Entscheidungstheorie
UYT - Bildverarbeitung
Höhe
235 mm
Breite
15.5 cm
Transparenz & Sicherheit
Hersteller: Springer, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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