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Consider the following two functions:

$g_1(n) = \begin{cases} n^3 \text{ for } 0 \leq n \leq 10,000 \\ n^2 \text{ for } n \geq 10,000 \end{cases}$

$g_2(n) = \begin{cases} n \text{ for } 0 \leq n \leq 100 \\ n^3 \text{ for } n > 100 \end{cases}$

Which of the following is true?

1. $g_1(n) \text{ is } O(g_2(n))$

2. $g_1(n) \text{ is } O(n^3)$

3. $g_2(n) \text{ is } O(g_1(n))$

4. $g_2(n) \text{ is } O(n)$

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For asymptotic complexity, we assume sufficiently large $n$. So, $g_1(n) = n^2$ and $g_2(n) = n^3$. Growth rate of $g_1$ is less than that of $g_2$, i.e., $g_1(n) = O(g_2(n)).$

Options $A$ and $B$ are TRUE here.
by Veteran
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i think only a is correct in second option they might be mentioning the time complexity of g1 itself which is not O(n^3) it is O(n^2) for n>=10000 i.e. high value of n
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@harit  g1  value is (n^2) for n>=10000 so we can say g1  is asymptotically O(n^3)
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why not O(n^2)  it will be asymptotically tighter  then O(n^3)
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$O(n^2)$ is also correct.
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@Arjun Sir, I think option a is not correct because if you take an instance of the function at n=100, the given condition does not satisfy. So I think option b is only correct
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Arjun Sir, what if we are supposed to select only one option from the given choices. Would it be option A which is more suitable here.
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See a question has only one answer whether you look from left or right. Before 2000 GATE had questions with multiple correct answers and you were given mark only if all are marked.
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for asymptotic notation we need n which is  $n\geq n_{0}$ , here $n_{0}$ is 10,000.So $g_{1}\left ( n \right )$  &  $g_{2}\left ( n \right )$ will be compared after 10,000 range for n $\geq$ 10,000.

after 10,000  $g_{1}\left ( n \right ) = n^{2}$  &  $g_{2}\left ( n \right ) = n^{3}$  i.e $g_{1}\left ( n \right )$  can never exceed $g_{2}\left ( n \right )$  in worst case.

So, $g_{1}\left ( n \right )$ $\leq$ C. $g_{2}\left ( n \right )$    $\Rightarrow$    $g_{1}\left ( n \right )$ $=$O$\left ( g_{2} \left ( n \right )\right )$  $\Rightarrow$   $g_{1}\left ( n \right ) = O\left ( n^{3} \right )$

The answer is given... by Junior

Yes. Both (a) and (b) are correct. $n^{2}$ is $O(n^{3})$.

by Boss
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I though so but when paper says select the correct(only one) choice then it creates doubt!
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question has only one answer whether you look from left or right. Before 2000 GATE had questions with multiple correct answers and you were given mark only if all are marked.
+1 vote Hope this helps :)

 Index Condition $g_{1}(n)$ $g_{2}(n)$ Time Complexity($B$) Time Complexity($A$) 1 $0 \leq n \leq 100$ $n^{3}$ $n$ $O(n^{3})$ $O(g^{2}(n))$ -- Fails 2 $101 \leq n \leq 10000$ $n^{3}$ $n^{3}$ $O(n^{3})$ $O(g^{2}(n))$ 3 $n \geq 10001$ $n^{2}$ $n^{3}$ $O(n^{3})$ $O(g^{2}(n))$

Thus the right option should be B

by Junior
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+1
This is wrong; big-O cares for only large $n$.
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