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

Column major representation, Column Major Representation In memory th...

Column Major Representation In memory the second method of representing two-dimensional array is the column major representation. Under this illustration, the first column of

Enumerate the types in ruby, Enumerate the Types in Ruby Ruby is a pure...

Enumerate the Types in Ruby Ruby is a pure object-oriented language, meaning that all types in Ruby are classes, and each value in a Ruby program is an instance of a class. Thi

Determine about the push operation, Determine about the push operation ...

Determine about the push operation A Container may or may not be accessible by keys, so it can't make assumptions about element retrieval methods (for example, it cannot have a

Write about enterprise manager, Question 1 . Give the structure of PL/SQL B...

Question 1 . Give the structure of PL/SQL Blocks and explain Question 2 . Differentiate between PL/SQL functions and procedures Question 3 . Explain the following Par

Binary search, Explain binary search with an example

Explain binary search with an example

What is diffuse illumination, Diffuse Illumination Diffuse illuminatio...

Diffuse Illumination Diffuse illumination means light that comes from all directions not from one particular source. Think about the light of a grey cloudy day as compared to

Arrays and pointers, C compiler does not verify the bounds of arrays. It is...

C compiler does not verify the bounds of arrays. It is your job to do the essential work for checking boundaries wherever required. One of the most common arrays is a string tha

What is ruby, What is Ruby Ruby has numerous simple types, including nu...

What is Ruby Ruby has numerous simple types, including numeric classes such as Integer, Fixnum, Bignum, Float, Big Decimal, Rational, and Complex, textual classes like String,

Acyclic graph, Tree is a widely used data structure employed for representi...

Tree is a widely used data structure employed for representing several problems. We studied tree like a special case of acyclic graph. Though, rooted trees are most prominent of al

Determine relevancy and relative position of two polygons, Comparison Techn...

Comparison Techniques There are several techniques for determining the relevancy and relative position of two polygons. Not all tests may be used with all hidden-surface algori

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