Subjective Logic: A Formalism for Reasoning Under UncertaintySpringer, 27 oct. 2016 - 337 pages This is the first comprehensive treatment of subjective logic and all its operations. The author developed the approach, and in this book he first explains subjective opinions, opinion representation, and decision-making under vagueness and uncertainty, and he then offers a full definition of subjective logic, harmonising the key notations and formalisms, concluding with chapters on trust networks and subjective Bayesian networks, which when combined form general subjective networks. The author shows how real-world situations can be realistically modelled with regard to how situations are perceived, with conclusions that more correctly reflect the ignorance and uncertainties that result from partially uncertain input arguments. The book will help researchers and practitioners to advance, improve and apply subjective logic to build powerful artificial reasoning models and tools for solving real-world problems. A good grounding in discrete mathematics is a prerequisite. |
Table des matières
| 1 | |
Chapter 2 Elements of Subjective Opinions | 7 |
Chapter 3 Opinion Representations | 19 |
Chapter 4 Decision Making Under Vagueness and Uncertainty | 51 |
Chapter 5 Principles of Subjective Logic | 83 |
Chapter 6 Addition Subtraction and Complement | 95 |
Chapter 7 Binomial Multiplication and Division | 101 |
Chapter 8 Multinomial Multiplication and Division | 115 |
Chapter 12 Belief Fusion | 207 |
Chapter 13 Unfusion and Fission of Subjective Opinions | 237 |
Chapter 14 Computational Trust | 243 |
Chapter 15 Subjective Trust Networks | 271 |
Chapter 16 Bayesian Reputation Systems | 289 |
Chapter 17 Subjective Networks | 303 |
References | 327 |
Acronyms | 333 |
Chapter 9 Conditional Reasoning and Subjective Deduction | 133 |
Chapter 10 Subjective Abduction | 171 |
Chapter 11 Joint and Marginal Opinions | 199 |
Autres éditions - Tout afficher
Subjective Logic: A Formalism for Reasoning Under Uncertainty Audun Jøsang Aucun aperçu disponible - 2018 |
Subjective Logic: A Formalism for Reasoning Under Uncertainty Audun Jøsang Aucun aperçu disponible - 2016 |
