What is the probability of John being guilty given a positive DNA match?

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Homework Help Overview

The discussion revolves around a probability problem involving a murder accusation against John, where DNA evidence has been found. The probabilities provided include a DNA match given innocence and guilt, and the context includes the population size of the city where the crime occurred.

Discussion Character

  • Conceptual clarification, Assumption checking, Mathematical reasoning

Approaches and Questions Raised

  • Participants express confusion regarding the implications of the probabilities given in the problem, particularly the relationship between DNA matches and guilt. Some question the relevance of the population size in the context of the problem. Others suggest that the situation can be analyzed using Bayes' theorem.

Discussion Status

The discussion is ongoing, with participants exploring different interpretations of the problem. Some have offered insights into the nature of probability and the potential for innocent individuals to match DNA profiles, while others are seeking clarification on the application of Bayes' theorem.

Contextual Notes

There is a mention of the Poisson distribution in relation to the number of innocent matches, indicating a statistical approach to understanding the problem. Participants are also grappling with the assumptions underlying the probabilities provided.

fhjop1
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John has been accused of murder and the police have found DNA
evidence at the scene. The probability of a DNA match given that a person is
innocent is 1/100,000. The probability of a DNA match given that a person is
guilty is 1. John lives in a city where there are 100,000 people who could have
committed the crime. Unfortunately, the outcome of the DNA match to John has
been positive. What is the probability of John being guilty given the outcome of
the DNA test?

I don't understand that if the probability that a DNA matched given a person guity is 1, how come he/she can be innocent, why the 1/100000 can still happen. And does anybody think 'the 100000 people in John's city' this condition is useless? anyway, I think the answer is 99999/100000, cause ignore whether John is guilty, he still have 1/100000 probability can be innocent, is it right?
 
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The problem says that if a person is guilty, then there will be a guaranteed DNA match (because the probability is 1).
It does not say that if there is a DNA match, then the person is guilty! You seem to assume this. It can very well happen that a person is innocent and still gets a DNA match.

For example, it is true that if I fall then I will hurt myself. But it is not necessarily true that if I hurt myself, that I must have fallen. There are other ways to hurt myself.
 
fhjop1 said:
John has been accused of murder and the police have found DNA
evidence at the scene. The probability of a DNA match given that a person is
innocent is 1/100,000. The probability of a DNA match given that a person is
guilty is 1. John lives in a city where there are 100,000 people who could have
committed the crime. Unfortunately, the outcome of the DNA match to John has
been positive. What is the probability of John being guilty given the outcome of
the DNA test?

I don't understand that if the probability that a DNA matched given a person guity is 1, how come he/she can be innocent, why the 1/100000 can still happen. And does anybody think 'the 100000 people in John's city' this condition is useless? anyway, I think the answer is 99999/100000, cause ignore whether John is guilty, he still have 1/100000 probability can be innocent, is it right?

Some innocent people may match the DNA profile, because the city has 100,000 people and the chance that any random innocent person matches the profile is 1/100,000. The number of innocent matches is a Poisson random variable with mean 1.

RGV
 
fhjop1 said:
John has been accused of murder and the police have found DNA
evidence at the scene. The probability of a DNA match given that a person is
innocent is 1/100,000. The probability of a DNA match given that a person is
guilty is 1. John lives in a city where there are 100,000 people who could have
committed the crime. Unfortunately, the outcome of the DNA match to John has
been positive. What is the probability of John being guilty given the outcome of
the DNA test?

I don't understand that if the probability that a DNA matched given a person guity is 1, how come he/she can be innocent, why the 1/100000 can still happen. And does anybody think 'the 100000 people in John's city' this condition is useless? anyway, I think the answer is 99999/100000, cause ignore whether John is guilty, he still have 1/100000 probability can be innocent, is it right?

Let G mean guilty, and M mean DNA match. (The complementary outcomes are NG, not guilty and NM, non-match).

You're given that the probability of a match given guilt is 1, i.e. p(M|G) = 1

You're asked to find the probability of guilt given a match, i.e. p(G|M). This is NOT, in general the same as the above.

This question can be solved using Bayes' theorem. Do you know it?
 
Last edited:

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