CODEWITHSUNDEEP
algorithmtime-complexity
Kamoukou
Kamoukou

Reputation: 123

Example of 1+2+3+...+n sum algorithm

What is the complexity of T(n)=1+2+3+...+n? I know that the answer is O(n^2). What is an example of an algorithm that has runtime T(n)?

EDIT: I was not talking about computing the sum 1+2+3+...+n, that is not the objetive.

Upvotes: 0

Views: 1335

Answers (4)

shole
shole

Reputation: 4094

While @sepp2k gives an awesome answer, here is some real life algorithms which may have T(N) = 1+2+3+...+n(thus we called such algorithm O(n^2))

Insertion Sort at its worst case: It has a outer loop which loop n times, and for inner loop, it loops the sorted portion of the array to find a position to insert the next element, where the sorted portion increases by 1 for each outer loop iteration, so the inner loop at worst case will runs 1+2+3+4+..+n-1 times

Longest Increasing Subsequence(LIS) using naive implementation: Direct implementation of the recurrence relation which for each iteration i, we have to look through all j < i

Interval Graph Coloring(Interval Partitioning) using naive implementation: After sorting the intervals, for each interval x, we have to find how many intervals before x conflicting with x, and the answer to the problem is the maximum conflict number. So while the outer loop is looping each interval i, the inner loop is looping for all j < i

Prime Generating using naive primality test: Of course, we can generate all primes within n, using naive primality test on all i within n. That is, for all i, we loop for all j < i to see if j divides i

Indeed there are many algorithms which contains such structure, and most of them I have seen can be improved by using a more brilliant algorithm or advanced data structure.

  • Quick Sort / Merge Sort
  • LIS using binary search
  • Interval Partitioning using priority queue
  • Any prime sieve algoriothms

Upvotes: 3

Matt Timmermans
Matt Timmermans

Reputation: 59253

Insertion sort, in the worst case, requires T(n)=1+2+3+...+n bounded-time steps. Selection sort requires that many steps every time, but it's not as common.

Upvotes: 0

sepp2k
sepp2k

Reputation: 370357

What is an example of an algorithm that has runtime T(n)?

If you have an outer loop that iterates n times and an inner loop that iterates i times where i is the index of the outer loop, the body of the inner loop will be executed T(n) times.

An example of such a nested loop would be the following algorithm:

for i from 1 to n
    for j from 1 to i
        print "$j "
    print "\n"

Which is the solution to a common homework assignment and prints a number pyramid of the following shape:

1
1 2
1 2 3

Upvotes: 6

Unlocked
Unlocked

Reputation: 648

The order of growth of a function has to do with the number of operations you need to complete. An example of a function with O(n) would be the slow version of the function you mentioned in the question. In python:

total = 0
for i in range(n + 1):
    total += i

This would be O(n) because the amount of time it takes to complete will scale linearly based on n.

As for the function you gave as an example in the question, it's actually O(1) because you only need to do one operation: n(n+1)/2. The amount of time it takes to compute n(n+1)/2 will never change bar back-end quirks, but for something like this, that really shouldn't ever matter.

Upvotes: -2

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