Question

In: Economics

Google has hired you to develop an algorithm to detect spam emails. You have the following...

Google has hired you to develop an algorithm to detect spam emails. You have the following information for a user: a) Of all the emails she has previously sent to ‘spam’, 85% include the term “Check this out…”; b) Of all her ‘non-spam’ emails 10% include the term “Check this out…”; c) She sends 15% of all emails she receives to spam. What would be your rational guess about the probability that an email containing “Check this out...” is spam?

a.

One-third

b.

Half

c.

Three-fifth

d.

None of the above

Solutions

Expert Solution

Option (c).

Probability table as follows.

Spam Not spam Total
Includes "Check this" 15% x 85% = 12.75% 85% x 10% = 8.5% 12.75 + 8.5 = 21.25%
Doesn't include "Check this" 15 - 12.75 = 2.25% 85 - 8.5 = 76.5% 2.25 + 76.5 = 78.75%
Total 15% 100 - 15 = 85% 100%

So,

Probability that an email containing “Check this" is spam = 12.75% / 21.25% = 0.6 = 3/5


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