In: Economics
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 |
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