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Cryptology - Unofficial St. Mary's College of California Web Site

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140 CHAPTER 8. POLYALPHABETIC CIPHERS<br />

Examples: Compute the mean and M.R. for each <strong>of</strong> the following sets.<br />

(1) {5, 9, 2, 10, 8}.<br />

The sum <strong>of</strong> the five numbers is 5 + 9 + 2 + 10 + 8 = 34, so their mean is<br />

34/5 = 6.8. The M.R. is<br />

(5 − 6.8) 2 + (9 − 6.8) 2 + (2 − 6.8) 2 + (10 − 6.8) 2 + (8 − 6.8) 2<br />

34 2 = 42.8<br />

1156<br />

or .037. (Our formulation <strong>of</strong> roughness will generally lead to small numbers.<br />

That’s ok: we are currently worried about relative degrees <strong>of</strong> roughness,<br />

rather than the meaning <strong>of</strong> the roughness measurement.)<br />

(2) {4, 11, 13, 8, 5, 7}. 6<br />

⋄ ⋄ ⋄ ⋄ ⋄ ⋄ ⋄ ⋄ ⋄ ⋄ ⋄ ⋄<br />

With roughness now understood, let us return to our goal: understanding<br />

frequency counts. What is the roughness <strong>of</strong> a frequency count Using the same<br />

notation as before, we have<br />

M.R. = (#A − x)2 + (#B − x) 2 + · · · + (#Z − x) 2<br />

N 2 ,<br />

where x = #A+#B+···+#Z<br />

26<br />

= N 26<br />

is the usual mathematical symbol for mean.<br />

Notice that if we multiply out the term contributed by A, we have<br />

(#A − x) 2 = #A 2 − 2#Ax + x 2 .<br />

Concentrating on the numerator <strong>of</strong> roughness, we have 26 similar terms, each<br />

with three parts. Summing the first parts gives<br />

#A 2 + #B 2 + · · · + #Z 2 .<br />

Summing the last part gives 26 copies <strong>of</strong> x 2 . But x = N/26, so these terms<br />

contribute<br />

( 2 N<br />

26x 2 = 26 =<br />

26) N 2<br />

26<br />

to the numerator. The middle terms are a bit more complicated, so we saved<br />

them for last:<br />

−2#Ax − 2#Bx − · · · − 2#Zx = −2x(#A + #B + · · · + #Z)<br />

= −2x(N)<br />

= −2 N 26 N<br />

= −2 N 2<br />

26<br />

6 The mean is 8 and M.R. = .026.

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