What Is the Probability an Email Quarantined as Spam Is Actually Spam?

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Homework Help Overview

The problem involves calculating the probability that an email quarantined as spam is actually spam, given certain statistics about spam and genuine emails. The context includes conditional probability and the effectiveness of a spam filter.

Discussion Character

  • Exploratory, Conceptual clarification, Mathematical reasoning

Approaches and Questions Raised

  • Participants discuss the use of conditional probability and attempt to define relevant probabilities and events. There are questions about how to set up the problem and what values to use for the variables involved.

Discussion Status

Participants are actively engaging with the problem, suggesting different notations and clarifying the definitions of events related to spam and quarantined emails. There is a focus on breaking down the question into manageable parts, but no consensus has been reached yet.

Contextual Notes

Participants are working with specific probabilities related to spam and genuine emails, including the effectiveness of the spam filter, which fails to quarantine a portion of spam and incorrectly quarantines some genuine emails. The original poster's setup may lack clarity on how to define the events involved.

gtfitzpatrick
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Homework Statement



45% of emails sent to my account is spam. i set up a filter but it fails toquarantine 2% of spam and in advertently quarantines5% of genuine emails.
What is the probability that an email will be quarantined as spam?
if an email is qurantined as spam what is the probability that is actually spam?

Homework Equations





The Attempt at a Solution



so i take it that this isconditional probabability so the I am looking at P(alb) = P(a[itex]\cap[/itex]b) / P(b)

but I am not sure as to what to use as a and b
B is going to be the probability of it being spam in the first place which will be .45
as it misses 2% of spam and included 5% of genuine emails.
so is a 0.45 - 0.009 + 0.011 ?
 
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hi gtfitzpatrick! :smile:

to make it clearer, so you can use P(alb) = P(a[itex]\cap[/itex]b) / P(b), rewrite …
gtfitzpatrick said:
What is the probability that an email will be quarantined as spam?
if an email is qurantined as spam what is the probability that is actually spam?

as …

If email what-proportion quarantined email ?

If quarantined email what-proportion spam quarantined email ? :wink:
 
hi Tim :)
if email-44.65 quarantined spam?(misses 2% of 45% + 5% of 55%?)
 
To add on to Tiny Tim's hints, I would start by first defining a useful notation, how about the following:
Q - quarantined
nQ = q - not quarantined
S - Spam
nS = s - not Spam

Note that Q & nQ=q, and S & nS=s each are a closed set of multually exclusive events, that is
P(Q∩q) = 0
P(Q) + P(q) = 1
P(S∩s) = 0
P(S) + P(s) = 1

Now using the above terminoology, how would you write the following 3 phrases from the question:
probability of emails sent to my account is spam = 45%
probability of fails to quarantine of spam = probability of fails to quarantine given spam = 2%
probability of quarantines genuine email = probability of quarantines given genuine = 5%

Once you have all these it should be clearer where to go
 

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