Readings
- Notes, Chapter 8: Inference (PDF)
- Jaynes, E. T.
"Information Theory and Statistical Mechanics (PDF - 2.1 MB)." Physical Review 106 (May 15, 1957): 620–630.
Assignments
- Problem Set 7 (PDF)
- Problem Set 7 Solutions (PDF)
- Begin Quiz Review
Resources
Technical
The person most responsible for use of maximum entropy principles in various fields of science is Edwin T. Jaynes (July 5, 1922 – April 30, 1998).
- Jaynes, E. T. "Information Theory and Statistical Mechanics (PDF - 2.1 MB)." Physical Review 106 (May 15, 1957): 620–630.
This is the seminal paper which really started the modern use of the Principle of Maximum Entropy in physics. - ———. "Information Theory and Statistical Mechanics II (PDF - 3.6 MB)." Physical Review 108 (October 15, 1957): 171–190.
Continuation of the previous reference.
Historical
Jaynes knew, of course, about Thomas Bayes and when on sabbatical in England sought out and photographed the Bayes tombstone.
Books
- The philosophy of assuming maximum uncertainty is discussed in Chapter 3 of Tribus, M. Thermostatics and Thermodynamics. Princeton, NJ: D. Van Nostrand Co, Inc., 1961.
- Another good explanation, in terms of estimating probabilities of an unfair die is in Jaynes, E. T. "Information Theory and Statistical Mechanics (PDF)." In Statistical Physics. Brandeis Summer Institute 1962. New York, NY: W. A. Benjamin, Inc., 1963. pp. 181–218.
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Personal history by Jaynes, Edwin T. "Where Do We Stand on Maximum Entropy? (PDF - 2.5 MB)" In The Maximum Entropy Formalism. Edited by Raphael D. Levine and Myron Tribus. Cambridge, MA: MIT Press, 1978. pp. 15–118. ISBN: 9780262120807.