How to solve for this recurrence T(n) = T(n − 1) + lg(1 + 1/n), T(1) = 1?

I got stuck in this recurrence:

T(n) = T(n − 1) + lg(1 + 1/n), T(1) = 1?

for a while and it seems the master method cannot be applied on this one.

We have:

lg(1 + 1/n) = lg((n + 1) / n) = lg(n+1) - lg(n)

Hence:

T(n) - T(n - 1) = lg(n + 1) - lg(n)

T(n-1) - T(n - 2) = lg(n) - lg(n - 1)

...

T(3) - T(2) = lg(3) - lg(2)

T(2) - T(1) = lg(2) - lg(1)

Adding and eliminating, we get:

T(n) - T(1) = lg(n + 1) - lg(1) = lg(n + 1)

or T(n) = 1 + lg(n + 1)

Hence T(n) = O(lg(n))

Same answer as the other correct answer here, just proved differently.

All the following equations are created from the given recurrence:

Summing all RHS and LHS in the above equations results in:

Since Log(a) + Log(b) = Log(ab),

T(n) = 1 + Log((n+1)/2)
T(n) = Log(10) + Log((n+1)/2) = Log(5n + 5) assuming that base was 10 and using 1 = Log₁₀10

Therefore T(n) = O(Log(5n + 5)) = O(Log(n))

It is not linear as some people claim. It is O(log(n)). Here is mathematical analysis:

If you will start unrolling recursion you will get:

if you will do this till the end you will have

or in a short form:

Once you approximate the sum with an integral, you will get:

Finally if you will take a limit x -> infinity:

You will see that the first part is

Which gives you a final solution log(x + 1) which is O(log(n))

来源：https://stackoverflow.com/questions/34148070/how-to-solve-for-this-recurrence-tn-tn-%e2%88%92-1-lg1-1-n-t1-1

标签