Guesswork is not a substitute for Entropy

Malone, David and Sullivan, Wayne (2005) Guesswork is not a substitute for Entropy. In: Irish Information Technology and Telecommunication conference, IT&T 2005, 26-27th October 2005, National Maritime College, Cork Institute of Technology.

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Shannon entropy is often considered as a measure of uncertainty. It is commonly believed that entropy is a good measure of how many guesses it will take to correctly guess a single value generated by a source. This belief is not well founded. We summarise some work in this area, explore how this belief may have arisen via the asymptotic equipartition property and outline a hands-on calculation for guesswork asymptotics.

Item Type: Conference or Workshop Item (Paper)
Keywords: Shannon entropy; guesswork; entropy; guesswork asymptotics;
Academic Unit: Faculty of Science and Engineering > Research Institutes > Hamilton Institute
Faculty of Science and Engineering > Mathematics and Statistics
Item ID: 6302
Depositing User: Dr. David Malone
Date Deposited: 19 Aug 2015 15:58
Refereed: Yes

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