Title :
A new outlook on Shannon´s information measures
Author :
Yeung, Raymond W.
Author_Institution :
AT&T Bell Lab., Holmdel, NJ, USA
fDate :
5/1/1991 12:00:00 AM
Abstract :
The author presents a new approach to understanding the underlying mathematical structure of Shannon´s information measures, which provides answers to the following two questions for any finite number of random variables. (1) For any information-theoretic identity, is there a corresponding set-theoretic identity via the formal substitution of symbols? (2) For any set-theoretic identity, is there a corresponding information-theoretic identity and, if so, in what sense? The author establishes the analogy between information theory and set theory. Therefore, each information-theoretic operation can formally be viewed as a set-theoretic operation and vice versa. This point of view, which the author believes is of fundamental importance has apparently been overlooked in the past by information theorists. As a consequence the I-diagram, which is a geometrical representation of the relationship among the information measures, is introduced. The I-diagram is analogous to the Venn diagram in set theory. The use of the I-diagram is discussed.
Keywords :
information theory; set theory; I-diagram; Shannon´s information measures; finite number of random variables; geometrical representation; information theory; information-theoretic identity; mathematical structure; set theory; set-theoretic identity; Atomic measurements; Entropy; Helium; Information theory; Mutual information; Random variables; Set theory;
Journal_Title :
Information Theory, IEEE Transactions on