Logo Questions Linux Laravel Mysql Ubuntu Git Menu
 

Reccurrence T(n) = T(n^(1/2)) + 1

I've been looking at this reccurrence and wanted to check if I was taking the right approach.

T(n) = T(n^(1/2)) + 1
= T(n^(1/4)) + 1 + 1
= T(n^(1/8)) + 1 + 1 + 1
...
= 1 + 1 + 1 + ... + 1 (a total of rad n times)
= n^(1/2)

So the answer would come to theta bound of n^(1/2)

like image 521
ftsk33 Avatar asked Mar 03 '12 22:03

ftsk33


2 Answers

Here is how you can find the answer without any hints, just by using math.

Start unrolling the recursion: enter image description here.

The recursion will at some point stop, so we have to find a reasonable stopping point. Trying 0, 1, 2, you can see that 2 looks good, because you can easily solve the equation: enter image description here.

Solving it, you get enter image description here.

So the recursion will continue log(log(n)) times and this is your time complexity.

P.S. a little bit harder recurrence was solved here.

like image 111
Salvador Dali Avatar answered Nov 16 '22 04:11

Salvador Dali


hint: assume n = 22m or m = log2log2n, and you know 22m-1 * 22m-1 = 22m so, if you define S(m)=T(n) your S will be:

S(m) = S(m-1)+1 → S(m) = Θ(m) → S(m)=T(n) = Θ(log2log2n)

extend it for the general case.

In recursion like T(n) = T(n/2) + 1, in each iteration, we reduce the height of the tree to half. This leads to Θ(logn). In this case, however, we divide the input number by a power of two (not by two) so it turns out to be Θ(log log n ).

like image 32
Saeed Amiri Avatar answered Nov 16 '22 05:11

Saeed Amiri