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Viac informácií o knihe Multi-Valued Logic for Decision-Making Under Uncertainty

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• Anotácia kniha
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Anotácia knihy

Multi-valued and fuzzy logics provide mathematical and computational tools for handling imperfect information and decision-making with rational collective reasoning and irrational individual judgements. 

The suggested implementation of multi-valued logics is based on the uninorm and absorbing norm with generating functions defined by probability distributions. Natural extensions of these logics result in non-commutative and non-distributive logics. In addition to Boolean truth values, these logics handle subjective truth and false values and model irrational decisions. Dynamics of decision-making are specified by the subjective Markov process and learning - by neural network with extended Tsetlin neurons. Application of the suggested methods is illustrated by modelling of irrational economic decisions and biased reasoning in the wisdom-of-the-crowd method, and by control of mobile robots and navigation of their groups.

Topics and features:

• Bridges the gap between fuzzy and probability methods
• Includes examples in the field of machine-learning and robots' control
• Defines formal models of subjective judgements and decision-making
• Presents practical techniques for solving non-probabilistic decision-making problems
• Initiates further research in non-commutative and non-distributive logics

The book forms a basis for theoretical studies and practice of decision-making under uncertainty and will be useful for computer scientists and mathematicians interested in multi-valued and fuzzy logic, as well as for engineers working in the field of data mining and data analysis.

Parametre knihy

Zaradenie knihy Knihy po anglicky Computing & information technology Computer science Mathematical theory of computation

• Celý názov: Multi-Valued Logic for Decision-Making Under Uncertainty
• Autor: Evgeny Kagan, Alexander Rybalov, Ronald Yager
• Jazyk: Angličtina
• Väzba: Pevná
• Počet strán: 305
• EAN: 9783031747618
• ID: 46539910
• Nakladateľ: Springer, Berlin
• Hmotnosť: 457 g
• Rozmery: 235 × 155 mm
• Rok vydania: 2024

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