Overview
- Authors:
-
-
Giulianella Coletii
-
University of Perugia, Italy
-
Romano Scozzafava
-
University of Roma “La Sapienza”, Italy
Access this book
Other ways to access
About this book
The approach to probability theory followed in this book (which differs radically from the usual one, based on a measure-theoretic framework) characterizes probability as a linear operator rather than as a measure, and is based on the concept of coherence, which can be framed in the most general view of conditional probability. It is a `flexible' and unifying tool suited for handling, e.g., partial probability assessments (not requiring that the set of all possible `outcomes' be endowed with a previously given algebraic structure, such as a Boolean algebra), and conditional independence, in a way that avoids all the inconsistencies related to logical dependence (so that a theory referring to graphical models more general than those usually considered in bayesian networks can be derived). Moreover, it is possible to encompass other approaches to uncertain reasoning, such as fuzziness, possibility functions, and default reasoning.
The book is kept self-contained, provided the reader is familiar with the elementary aspects of propositional calculus, linear algebra, and analysis.
Similar content being viewed by others
Table of contents (21 chapters)
-
-
- Giulianella Coletti, Romano Scozzafava
Pages 7-15
-
- Giulianella Coletti, Romano Scozzafava
Pages 17-24
-
- Giulianella Coletti, Romano Scozzafava
Pages 25-29
-
- Giulianella Coletti, Romano Scozzafava
Pages 31-35
-
- Giulianella Coletti, Romano Scozzafava
Pages 37-42
-
- Giulianella Coletti, Romano Scozzafava
Pages 43-48
-
- Giulianella Coletti, Romano Scozzafava
Pages 49-51
-
- Giulianella Coletti, Romano Scozzafava
Pages 53-56
-
- Giulianella Coletti, Romano Scozzafava
Pages 57-59
-
- Giulianella Coletti, Romano Scozzafava
Pages 61-72
-
- Giulianella Coletti, Romano Scozzafava
Pages 73-97
-
- Giulianella Coletti, Romano Scozzafava
Pages 99-108
-
- Giulianella Coletti, Romano Scozzafava
Pages 109-115
-
- Giulianella Coletti, Romano Scozzafava
Pages 117-126
-
- Giulianella Coletti, Romano Scozzafava
Pages 127-136
-
- Giulianella Coletti, Romano Scozzafava
Pages 137-161
-
- Giulianella Coletti, Romano Scozzafava
Pages 163-190
-
- Giulianella Coletti, Romano Scozzafava
Pages 191-213
-
- Giulianella Coletti, Romano Scozzafava
Pages 215-240
Authors and Affiliations
-
University of Perugia, Italy
Giulianella Coletii
-
University of Roma “La Sapienza”, Italy
Romano Scozzafava