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I'm doing the following self-help revision question on Normal distribution. I don't quite seem to understand:

  • the answer in Part II and how it is derived
  • for Part III, why is is that p = 0.1075
  • for Part III, why does P( Y = 5 ) not have a multiplication with (1 - 0.1075) like P( Y = 4 )

Appreciate some advice and directions please.

Question

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Answer Key

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    $\begingroup$ Please see the self-study tag wiki info - such questions are welcome here but should be handled differently. In particular you should be showing us what you've done and where your specific difficulties lie. $\endgroup$
    – Glen_b
    Commented Mar 4, 2014 at 22:38
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    $\begingroup$ Thanks Glen! Will go about modifying those questions to reflect my difficulties in them. Apologies for spoiling the rules and appreciate your continual guidance. $\endgroup$ Commented Mar 5, 2014 at 7:25

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the answer in Part II and how it is derived

The answer scheme decomposes the question into two separate tasks. First, it ignore the lower end and just look at where should one cut a normal distribution so that 25% is cut off from the right side.

Then, we repeat by now ignoring the upper end, and just look at where should one cut a normal distribution so that 25% is cut off from the left side.

Now, we know two number that can cut off the upper and the lower 25%, what left would be the middle 50%, which is what the question asks for.

for Part III, why is is that p = 0.1075

This is relevant to these parts that I circled:

enter image description here

If you understand part i (on which you didn't ask any question so I assumed), you should understand why 0.1075.

for Part III, why does P(Y = 5) not have a multiplication with (1 - 0.1075) like P(Y = 4)

Because when there are only 4 of them with the same trait, you'll need to factor in the probability drawing the remaining 5th bag that does not have the trait. Seeing that term as $(1-0.1075)^1$ may help you understand, but in math notation, we simplify by taking that power to 1 out.

When all five have the trait, you can still multiple that term, but the term would be $(1-0.1075)^0$, which is 1 so there is no need to explicitly show it.


Thanks Penguine. Really appreciate it. However may i ask where does the 0.6745 in part II come from?

That is the z-score that corresponds to cutting the normal distribution at the 75% point. Likewise, the negative one is the point where you can cut at the 25% point.

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These two screenshots are from an online calculator showing the same z-scores.


Thanks penguin. Thats perfect! One more thing - how does the equation translate to b = 5 + 1.25 + [Penguin Knight, should be x, not +] 0.6745

Let's just say the unit of the whole formula is in "pound per square inch." We know that the mean is 5. And we know that the standard deviation is 1.25. One standard deviation is 1 z-score. If you want 0.67 SD more on top of the mean, how would you go getting it?

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  • $\begingroup$ Thanks Penguine. Really appreciate it. However may i ask where does the 0.6745 in part II come from? $\endgroup$ Commented Mar 4, 2014 at 18:05
  • $\begingroup$ @user1275515, see my revised answer. $\endgroup$ Commented Mar 4, 2014 at 18:12
  • $\begingroup$ Thanks penguin. Thats perfect! One more thing - how does the equation translate to b = 5 + 1.25 + 0.6745 $\endgroup$ Commented Mar 4, 2014 at 18:21
  • $\begingroup$ @user1275515, some more hints given. $\endgroup$ Commented Mar 4, 2014 at 18:26
  • $\begingroup$ Thanks for the kind explanation Penguin_Knight! Appreciate it lots! $\endgroup$ Commented Mar 5, 2014 at 0:28

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