Probabilistic Networks and Expert Systems

• Κύριοι συγγραφείς: Cowell, Robert G. (Συγγραφέας), Dawid, A. Philip (Συγγραφέας), Lauritzen, Steffen L. (Συγγραφέας), Spiegelhalter, David J. (Συγγραφέας)
• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: New York, NY : Springer New York, 1999.
• Σειρά: Information Science and Statistics,
• Θέματα: Mathematics.; Artificial intelligence.; Probabilities.; Statistics.; Probability Theory and Stochastic Processes.; Statistical Theory and Methods.; Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences.; Artificial Intelligence (incl. Robotics).

Winner of the 2002 DeGroot Prize. Probabilistic expert systems are graphical networks that support the modelling of uncertainty and decisions in large complex domains, while retaining ease of calculation. Building on original research by the authors over a number of years, this book gives a thorough...

Πίνακας περιεχομένων:

• Logic, Uncertainty, and Probability
• Building and Using Probabilistic Networks
• Graph Theory
• Markov Properties on Graphs
• Discrete Networks
• Gaussian and Mixed Discrete-Gaussian Networks
• Discrete Multistage Decision Networks
• Learning About Probabilities
• Checking Models Against Data
• Structural Learning.