Probability of second heads on fifth flip

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Discussion Overview

The discussion revolves around calculating the probability that the second head appears on the fifth flip of a coin. Participants explore different methods, including binomial and negative binomial distributions, and clarify the conditions necessary for the calculations. The conversation includes both conceptual understanding and mathematical reasoning.

Discussion Character

  • Exploratory
  • Technical explanation
  • Mathematical reasoning

Main Points Raised

  • One participant describes their initial approach using basic probability calculations, arriving at a probability of 12.5% but expresses concern about scalability for larger numbers.
  • Another participant suggests that the problem is best approached using the negative binomial distribution, emphasizing the importance of defining the situation clearly.
  • A third participant provides a detailed breakdown of the probability calculation, indicating that the first four flips must contain one head and three tails, leading to a final probability of 1/8.
  • A later reply acknowledges the clarity of the method presented by the third participant, while also noting the importance of understanding the arrangement of terms in probability calculations.

Areas of Agreement / Disagreement

Participants express different methods for solving the problem, with no consensus on a single approach. The discussion remains unresolved regarding the best method to calculate the probability.

Contextual Notes

Participants highlight the need for clarity in defining the problem and the variables involved, as well as the potential complexity of transitioning between different probability distributions.

schinb65
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Hello,

I am wondering how to do this problem. I have a way that gave me the correct answer but I would not want to do this every time or for large numbers.

What I did:
So 2^5 equals 32 since the probability is 1/2 and I want 5 flips. Then I have 4 ways that the 2nd head will land on the 5th flip. So I have 4/32. which is 12.5%

I also tried Binomial distribution but did not get the correct answer.
5C2(.5)^2(.5)^3. I know that this will not work since the second head can be in any location but do not remember how I can make it work for this problem or if it would even work.
 
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Re: second head on fifth flip

Hi schinb65,

The problem is really important for this question because it gives us the situation from which we choose how to answer it. Flipping coins is usually binomial related but it's better to be too clear than not clear enough. I believe the question is something like "if you flip a coin until you reach a total of 2 heads what is the probability that the 2nd heads occurs on flip number 5?"

This appears to use the negative binomial distribution. I won't define everything here but there are two ways of thinking of this distribution: 1) counting the number of failures before the last success 2) counting the number of trials to achieve k successes

You have three variables to use in the probability function: k, r and p. k is the number of successes, r is the number of failures and p is the probability of a success.

If [math]P(X=k)=\binom{k+r-1}{k}(1-p)^r p^k[/math] can you use the above information to solve this? I think the first try you made is very close the to answer. The binomial coefficient should be different though. It can't be [math]\binom{5}{2}[/math] because that would allow the 5th flip to be tails some of the time, which isn't allowed.

Jameson
 
Re: second head on fifth flip

Hello, schinb65!

A coin is tossed 5 times.
Find the probability that the second Head occurs on the fifth toss.
In the first 4 tosses, we want 3 Tails and 1 Head in some order.
. . This probability is: .(_4C_3)\left(\tfrac{1}{2}\right)^3\left(\tfrac{1}{2}\right) \:=\:\tfrac{1}{4}

Then we want a Head on the fifth toss: \tfrac{1}{2}

Therefore, the probability is: .\tfrac{1}{4}\cdot\tfrac{1}{2} \;=\;\tfrac{1}{8}
 
Re: second head on fifth flip

soroban just owned me, haha. (Punch)

This particular question can be answered like soroban showed, and the method is pretty intuitive. Like I mentioned, the problem the OP had was with understanding which terms are being arranged and which are not.

If these questions stay simple enough that you can imagine the experiment in your head, then that way is fine. If you are asked to write the explicit probability formula for some situation though and it's expected to be able to shift between writing in terms of counting the failures versus counting the successes, then you will probably be looking into the fine print but it is a bit overkill for this question I suppose.
 

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