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junior college 2 | H2 Maths
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Question on binomial distribution. Thanks!
If one mode is X = k, then the other mode will be X = k - 1 or k + 1. We would expect the modes to be next to each other since the distribution is bell shaped. i.e highest probabilities are next to each other.
Notice that (k,k +1) and (k -1,k) are interchangeable since what's most important is the are apart by 1. As the question already gave us a formula we will use (k,k -1) .
As the modes have equal probabilities,
p(k) = p(k - 1)
So (n - k + 1)p = k(1 - p)
(n + 1)p - kp = k - kp
(n + 1)p = k
p = k/(n + 1)
18/25 = k/(n+1)
k and n are integers. So n + 1 is also an integer.
Since n > 0 (you can't have 0 trials) ,
0 > k ≥ n, ( For this case k ≠ 0 since the LHS ≠ 0, so numerator cannot be 0. And maximum value of k can only be equal to n since there are only n trials, eg. can't be having success for 21 trials if there's only 20 trials done.)
Then n + 1 > k , n + 1 > 1
Therefore k/(n+1) is a proper fraction since denominator is greater than 1 and numerator is smaller than the denominator.
As the fraction 18/25 is in its simplest form, we can say that :
Least value of n + 1 is the numerator value = 25, and correspondingly the value of k is 18, the denominator value.
(Fractions like 36/50, 54/75, 72/100 etc are possible too but we want the least value so we look for the simplest form)
Least value of n = 24
And k - 1 = 17
so the corresponding modes are when X = 17 and X = 18
https://homepage.divms.uiowa.edu/~mbognar/applets/bin.html and try to simulate the distribution for visualising
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