Authors :
Benjamin T. Solomon
Volume/Issue :
Volume 11 - 2026, Issue 2 - February
Google Scholar :
https://tinyurl.com/4cvexn8b
Scribd :
https://tinyurl.com/38mt92tx
DOI :
https://doi.org/10.38124/ijisrt/26feb1421
Note : A published paper may take 4-5 working days from the publication date to appear in PlumX Metrics, Semantic Scholar, and ResearchGate.
Abstract :
This paper is concerned with the concept of the message as subset of knowledge and not the physical or engineering
properties [1] of the signal carrying the message per Shannon. Despite the AI hype, there are vast opportunities for
conventional structured decision making. The bonder exception report presented here is an example of a solution with low
computational requirements. With availability of good human expertise, Asymmetric Information Resolution (AIR) Models
[2] can lead to nominal computational solutions.
References :
- Shannon, Claude Elwood (July 1948). "A Mathematical Theory of Communication" (PDF). Bell System Technical Journal. 27 (3): 379–423. doi:10.1002/j.1538-7305.1948.tb01338.x. https://people.math.harvard.edu/~ctm/home/text/others/shannon/entropy/entropy.pdf
- Benjamin T. Solomon. “Asymmetric Information Resolution (AIR) Models.” Volume. 11 Issue.1, January 2026 International Journal of Innovative Science and Research Technology (IJISRT) 1412-1433 https://doi.org/10.38124/ijisrt/26jan404
- Morris Kline, Mathematics: The Loss of Certainty 1982, Oxford University Press, 1982. https://global.oup.com/academic/product/mathematics-9780195030853?cc=us&lang=en&
- John Searl, 1980, The Chinese Room, excerpted from: Minds, Brains, & Programs,1980. https://rintintin.colorado.edu/~vancecd/phil201/Searle.pdf
- Danino, Michel. "ADravido-HARAPPAN CONNECTION? THE ISSUE OF METHODOLOGY." Indus civilization and Tamil language. Chennai: Department of Archaeology, Government of Tamil Nadu (2009): 70-81. https://omilosmeleton.gr/wp-content/uploads/2018/01/A_Dravido-Harappan_connection.pdf
- Inference Engines, Science Direct, accessed Feb/26/2026, https://www.sciencedirect.com/topics/computer-science/inference-engines
This paper is concerned with the concept of the message as subset of knowledge and not the physical or engineering
properties [1] of the signal carrying the message per Shannon. Despite the AI hype, there are vast opportunities for
conventional structured decision making. The bonder exception report presented here is an example of a solution with low
computational requirements. With availability of good human expertise, Asymmetric Information Resolution (AIR) Models
[2] can lead to nominal computational solutions.
