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

What do you understand by tree traversal, What do you understand by tree tr...

What do you understand by tree traversal? The algorithm walks by the tree data structure and performs some computation at everynode in the tree. This process of walking by the

Elaborate the symbols of abstract data type, Elaborate the symbols of abstr...

Elaborate the symbols of abstract data type length(a)-returns the number of characters in symbol a. capitalize(a)-returns the symbol generated from a by making its first cha

Compare and contrast various sorting techniques, Q. Compare and contrast va...

Q. Compare and contrast various sorting techniques or methods with respect to the memory space and the computing time.

Method to add an element in circular queue, Q. Let us consider a queue is h...

Q. Let us consider a queue is housed in an array in circular fashion or trend. It is required to add new items to the queue. Write down a method ENQ to achieve this also check whet

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

Green computing, In the present scenario of global warming, the computer ha...

In the present scenario of global warming, the computer hard ware and software are also contributing for the increase in the temperature in the environment and contributing for the

Analyze an algorithm, In order to analyze an algorithm is to find out the a...

In order to analyze an algorithm is to find out the amount of resources (like time & storage) that are utilized to execute. Mostly algorithms are designed to work along with inputs

State hsv colour model, HSV Colour Model Instead of a set of colour pri...

HSV Colour Model Instead of a set of colour primaries, the HSV model uses colour descriptions that have a more intuitive appeal to a user. To give a colour specification, a use

Trees, Have you ever thought about the handling of our files in operating s...

Have you ever thought about the handling of our files in operating system? Why do we contain a hierarchical file system? How do files saved & deleted under hierarchical directories

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