Vidal's libraryTitle: | Putting value of information theory into practice: a methodology for building sequential decision support systems |
Author: | Silvano Mussi |
Journal: | Expert Systems |
Volume: | 21 |
Number: | 2 |
Pages: | 92--103 |
Year: | 2004 |
DOI: | 10.1111/j.1468-0394.2004.00266.x |
Abstract: | The paper presents a methodology for building sequential decision support systems based on decision theory using value of information (for short, DT-VOI based SDSSs). DT-VOI based SDSSs support decision-makers in difficult problems of sequential decision-making. In particular we consider the problem of building DT-VOI based SDSSs which are capable of supporting decisions in critical situations where (1) making a decision entails knowing the states of some critical hypotheses, and such knowledge is acquired by performing suitable tests; (2) test outcomes are uncertain; (3) performing a test entails, in general, some drawbacks, so that a trade-off exists between such drawbacks and the value of the information provided by the test; (4) performing a test has the side-effect that it changes the expected benefit from performing other tests; (5) exceptional situations alter probability and utility default values. |
Cited by 3 - Google Scholar
@Article{mussi04a,
author = {Silvano Mussi},
title = {Putting value of information theory into practice: a
methodology for building sequential decision support
systems},
journal = {Expert Systems},
year = 2004,
volume = 21,
number = 2,
pages = {92--103},
abstract = {The paper presents a methodology for building
sequential decision support systems based on
decision theory using value of information (for
short, DT-VOI based SDSSs). DT-VOI based SDSSs
support decision-makers in difficult problems of
sequential decision-making. In particular we
consider the problem of building DT-VOI based SDSSs
which are capable of supporting decisions in
critical situations where (1) making a decision
entails knowing the states of some critical
hypotheses, and such knowledge is acquired by
performing suitable tests; (2) test outcomes are
uncertain; (3) performing a test entails, in
general, some drawbacks, so that a trade-off exists
between such drawbacks and the value of the
information provided by the test; (4) performing a
test has the side-effect that it changes the
expected benefit from performing other tests; (5)
exceptional situations alter probability and utility
default values.},
url = {http://jmvidal.cse.sc.edu/library/mussi04a.pdf},
doi = {10.1111/j.1468-0394.2004.00266.x},
cluster = {919665289278202417}
}
Last modified: Wed Mar 9 10:16:18 EST 2011