Painting Probability Problem

In a research, it has been determined that 25% of paintings in a gallery are not original. If a person who is interested in collecting paintings makes a mistake in 20% of cases in distinguishing whether a painting is original or a copy, what is the probability that the painting he bought under the assumption of originality is a copy?
  • Erdos Erdos
    +2

    Questions at this level should come with a bounty. It would take about 20 minutes to write a good answer for this.

2 Answers

To solve this problem we need to use the Bayes' Theorem. Let’s denote the following events:

- $A$: The painting is a copy.
- $B$: The person believes the painting is original.

We want to find the probability that the painting is actually a copy given that the person believes it is original. In Bayesian terms, this is $P(A \mid B)$.

We start by using Bayes' Theorem:
\[P(A \mid B) = \frac{P(B \mid A) \cdot P(A)}{P(B)} \]

Note that: 


- The probability that a painting is a copy is $P(A) = 0.25$.
- Consequently, the probability that a painting is original is $P(A^c) = 1 - P(A) = 0.75$.


- The person makes a mistake 20% of the time. Thus, if a painting is a copy, there is an 80% chance the person will incorrectly identify it as original: $P(B \mid A) = 0.20$.
- If a painting is original, the probability that the person correctly identifies it as original is 80% (so there's a 20% chance of mistakenly identifying it as a copy):  $P(B \mid A^c) = 0.80$.

Calculate the total probability that the person believes the painting is original ($P(B)$):
\[ P(B) = P(B \mid A) \cdot P(A) + P(B \mid A^c) \cdot P(A^c) \]
\[ P(B) = (0.20 \cdot 0.25) + (0.80 \cdot 0.75)=0.65\]

Now we have
\[P(A \mid B) = \frac{P(B \mid A) \cdot P(A)}{P(B)} \]
\[ P(A \mid B) = \frac{0.20 \cdot 0.25}{0.65}=0.0769=7.69\%\]


Therefore, the probability that the painting is actually a copy given that the person believes it is original is approximately $7.69\%$.

Erdos Erdos
4.8K
  • Erdos Erdos
    +1

    I decided to answer your question as this seems to be your first time asking a question here.

    • Thank you so much. Yes this was my first time.

    • Erdos Erdos
      +1

      In future, please consider offering a fair bounty, otherwise users may not have the incentive to spend time on your questions.

Erdös' answer is correct. As an illustration with concrete numbers, here's how you get the same result with elementary reasoning and without Bayes' theorem:

Let's say the collector has 100 occasions to buy a painting.
In 25 cases, it is a copy, but he won't recognize it (and think it's an original) in 20% = 1/5 of these cases, and therefore buy 5 copies.
In the 75 cases where it's an original, he will erroneously take it for a copy in 20% of thes cases, and only buy 80% = 4/5 of these originals, i.e., he'll buy 75 x 4/5 = 15 x 4 = 60 originals.

So, the probability he buys a copy thinking it is an original, is the ratio of copies he buys among all of his purchases, i.e.,  5 / 65 = 1 / 13 ~ 7.69%.

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