53,49 €*
Versandkostenfrei per Post / DHL
Aktuell nicht verfügbar
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.
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.
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: [...]
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.
Erscheinungsjahr: | 2014 |
---|---|
Fachbereich: | Anwendungs-Software |
Genre: | Informatik |
Rubrik: | Naturwissenschaften & Technik |
Medium: | Buch |
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 |
Hersteller: |
Springer International Publishing
Springer International Publishing AG Advanced Information and Knowledge Processing |
Maße: | 241 x 160 x 16 mm |
Von/Mit: | Tshilidzi Marwala |
Erscheinungsdatum: | 03.11.2014 |
Gewicht: | 0,448 kg |
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: [...]
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.
Erscheinungsjahr: | 2014 |
---|---|
Fachbereich: | Anwendungs-Software |
Genre: | Informatik |
Rubrik: | Naturwissenschaften & Technik |
Medium: | Buch |
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 |
Hersteller: |
Springer International Publishing
Springer International Publishing AG Advanced Information and Knowledge Processing |
Maße: | 241 x 160 x 16 mm |
Von/Mit: | Tshilidzi Marwala |
Erscheinungsdatum: | 03.11.2014 |
Gewicht: | 0,448 kg |