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Artificial Intelligence Techniques for Rational Decision Making
Buch von Tshilidzi Marwala
Sprache: 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.
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.
Zusammenfassung

Presents new insights into the theories of bounded rationality and counterfactuals

Explains the theories and applications of artificial intelligence in biomedical sciences, engineering, economics and social sciences

Proposes linkages between counterfactuals, rationality, causality, correlation and artificial intelligence

Includes supplementary material: [...]

Inhaltsverzeichnis

Introduction to Rational Decision Making.- Casual Function for Rational Decision Making: Application to Militarized Interstate Disputes.- Correlation Function for Rational Decision Making: Application to Epileptic Activity.- Missing Data Approaches for Rational Decision Making: Application to Anecdotal Data.- Rational Counterfactuals and Decision Making: Application to Interstate Conflict.- Flexibility-Bounded Rationality in Interstate Conflict.- Filtering Irrelevant Information for Rational Decision Making.- Group Decision Making.- Conclusion.- Appendix A: Fourier Transform, Wavelet Transform, Modal Properties and Pseudo-Modal Energies.- Appendix B: Committee of Networks.

Details
Erscheinungsjahr: 2014
Fachbereich: Anwendungs-Software
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Seiten: 184
Reihe: Advanced Information and Knowledge Processing
Inhalt: xv
168 S.
35 s/w Illustr.
168 p. 35 illus.
ISBN-13: 9783319114231
ISBN-10: 3319114239
Sprache: Englisch
Herstellernummer: 86363006
Ausstattung / Beilage: HC runder Rücken kaschiert
Einband: Gebunden
Autor: Marwala, Tshilidzi
Auflage: 2014
Hersteller: Springer International Publishing
Advanced Information and Knowledge Processing
Maße: 241 x 160 x 16 mm
Von/Mit: Tshilidzi Marwala
Erscheinungsdatum: 03.11.2014
Gewicht: 0,448 kg
preigu-id: 105149932
Zusammenfassung

Presents new insights into the theories of bounded rationality and counterfactuals

Explains the theories and applications of artificial intelligence in biomedical sciences, engineering, economics and social sciences

Proposes linkages between counterfactuals, rationality, causality, correlation and artificial intelligence

Includes supplementary material: [...]

Inhaltsverzeichnis

Introduction to Rational Decision Making.- Casual Function for Rational Decision Making: Application to Militarized Interstate Disputes.- Correlation Function for Rational Decision Making: Application to Epileptic Activity.- Missing Data Approaches for Rational Decision Making: Application to Anecdotal Data.- Rational Counterfactuals and Decision Making: Application to Interstate Conflict.- Flexibility-Bounded Rationality in Interstate Conflict.- Filtering Irrelevant Information for Rational Decision Making.- Group Decision Making.- Conclusion.- Appendix A: Fourier Transform, Wavelet Transform, Modal Properties and Pseudo-Modal Energies.- Appendix B: Committee of Networks.

Details
Erscheinungsjahr: 2014
Fachbereich: Anwendungs-Software
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Seiten: 184
Reihe: Advanced Information and Knowledge Processing
Inhalt: xv
168 S.
35 s/w Illustr.
168 p. 35 illus.
ISBN-13: 9783319114231
ISBN-10: 3319114239
Sprache: Englisch
Herstellernummer: 86363006
Ausstattung / Beilage: HC runder Rücken kaschiert
Einband: Gebunden
Autor: Marwala, Tshilidzi
Auflage: 2014
Hersteller: Springer International Publishing
Advanced Information and Knowledge Processing
Maße: 241 x 160 x 16 mm
Von/Mit: Tshilidzi Marwala
Erscheinungsdatum: 03.11.2014
Gewicht: 0,448 kg
preigu-id: 105149932
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