Calculation of storage complexity, Data Structure & Algorithms

Assignment Help:

Since memory is becoming more & cheaper, the prominence of runtime complexity is enhancing. However, it is very much significant to analyses the amount of memory utilized by a program. If the running time of any algorithms is not good then this will take longer to execute. However, if this takes more memory (the space complexity is more) beyond the capacity of the machine then the program will not execute at all. Therefore it is more critical than run time complexity. However, the matter of respite is that memory is reutilized throughout the course of program execution.

We will analyses this for recursive & iterative programs.

For an iterative program, usually this is just a matter of looking at the variable declarations and storage allocation calls, for example number of variables, length of an array etc.

The analysis of recursive program w.r.t. space complexity is more complexes as the space utilized at any time is the total space used through all recursive calls active at that time.

Each of recursive call takes a constant amount of space & some space for local variables and function arguments, and for remembering also some space is allocated where each call must return to. General recursive calls employ linear space. That is, for n recursive calls, the space complexity is O(n).

Assume the following example: Binary Recursion (A binary-recursive routine (potentially) calls itself twice).

A.    If n equals 0 or 1, then return 1

B.     calculate recursively f (n-1)

C.     calculate recursively f (n-2)

D.    Return the total of the results from steps 2 and 3.


Related Discussions:- Calculation of storage complexity

Recursive and iterative handling of a binary search tree, This section pres...

This section prescribes additional exercise with the recursive and iterative handling of a binary search tree. Adding to the Binary Search Tree Recursively Add implementation

Representation of max-heap sequentially, Q. How do we represent a max-heap ...

Q. How do we represent a max-heap sequentially? Explain by taking a valid   example.         Ans: A max heap is also called as a descending heap, of size n is an almos

Define the internal path length, Define the Internal Path Length The In...

Define the Internal Path Length The Internal Path Length I of an extended binary tree is explained as the sum of the lengths of the paths taken over all internal nodes- from th

Perfect matching polytope ppm, Let G=(V,E) be a graph for which all nodes h...

Let G=(V,E) be a graph for which all nodes have degree 5 and where G is 5-edge is connected. a) Show that the vector x which is indexed by the edges E and for which xe = 1/5 for

Use a random number generator to create 10 numbers, Use a random number gen...

Use a random number generator to create 10 numbers between 1 and 1000 and store them in 2 different arrays.  The first array should contain the numbers as they are generated.  The

Tower of hanoi, how do we use 4-discs stack to solve tower of hanoi problem...

how do we use 4-discs stack to solve tower of hanoi problem and write an algorithm to solve it?

Develop a material requirements plan, The below figure illustrates the BOM ...

The below figure illustrates the BOM (Bill of Materials) for product A. The MPS (Material requirements Planning) start row in the master production schedule for product A calls for

Estimate best first search nodes , Given the following search tree, state t...

Given the following search tree, state the order in which the nodes will be searched for breadth first, depth first, hill climbing and best first search, until a solution is reache

Algorithmic implementation of multiple stacks, So far, we now have been con...

So far, we now have been concerned only with the representation of single stack. What happens while a data representation is required for several stacks? Let us consider an array X

Write Your Message!

Captcha
Free Assignment Quote

Assured A++ Grade

Get guaranteed satisfaction & time on delivery in every assignment order you paid with us! We ensure premium quality solution document along with free turntin report!

All rights reserved! Copyrights ©2019-2020 ExpertsMind IT Educational Pvt Ltd