The underlying mathematical structure of Shannon's information measures was studied in a paper by R.W. Yeung (1991), and the I-Measure μ*, which is a signed measure defined on a proper σ-field F, was introduced. The I-Measure is a natural extension of Shannon's information measures and is uniquely defined by them. They also introduced as a consequence the I-Diagram as a geometric tool for visualizing the relationship among the information measures. In general, an I-Diagram for n random variables must be constructed in n-1 dimensions. It is shown that for any finite collection of random variables forming a Markov chain, μ* assumes a very simple structure which can be illustrated by an I-Diagram in two dimensions, and μ* is a nonnegative measure
Published in:
Information Theory, IEEE Transactions on
(Volume:38
,
Issue:
3
)
Date of Publication:
May 1992
- Page(s):
-
1146
-
1149
- ISSN :
-
0018-9448
- INSPEC Accession Number:
-
4223112
- Digital Object Identifier :
-
10.1109/18.135658
- Product Type:
-
Journals & Magazines
- Date of Current Version :
-
06 August 2002
- Issue Date :
-
May 1992
- Sponsored by :
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IEEE Information Theory Society