The theta-notation, Data Structure & Algorithms

Assignment Help:

This notation bounds a function to in constant factors. We say f(n) = Θ(g(n)) if there presents positive constants n0, c1 and c2 such that to the right of n0 the value of f(n) always lies between c1g(n) and c2g(n), both inclusive. The given Figure gives an idea about function f(n) and g(n) where f(n) = Θ(g(n)) . We will say that the function g(n) is asymptotically tight bound for f(n).

1562_The Theta-Notation.png

Figure: Plot of  f(n) = Θ(g(n))

 

For instance, let us show that the function f(n) =  (1/3) n2   - 4n = Θ(n2).

Now, we must determined three positive constants, c 1, c 2 and no as

c1n2 ≤1/3 n2 - 4n c2 n2 for all n no

c1 ≤ 1/3- 4/n  ≤ c2

By choosing no = 1 and c2 ≥ 1/3 the right hand inequality holds true.

 

Likewise, by choosing no = 13, c1  ≤  1/39, the right hand inequality holds true. Thus, for c1 = 1/39 , c2 = 1/3 and no  ≥ 13, it follows that 1/3 n2 - 4n = Θ (n2).

Surely, there are other alternative for c1, c2 and no. Now we might illustrates that the function f(n) = 6n3    ≠  Θ (n2).

In order to prove this, let us suppose that c3 and no exist such that 6n3   ≤ c3n2  for n ≥ no, But this fails for adequately large n. Therefore 6n3    ≠  Θ (n2).


Related Discussions:- The theta-notation

A difference between linear and non linear, state difference between linear...

state difference between linear and non linear data structure. give one example scenario of each

Sparse matrix, memory address of any element of lower left triangular spars...

memory address of any element of lower left triangular sparse matrix

For loop, for (i = 0; i sequence of statements } Here, the loop e...

for (i = 0; i sequence of statements } Here, the loop executes n times. Thus, the sequence of statements also executes n times. Since we suppose the time complexity of th

Implementation of stack using linked lists, In the last subsection, we have...

In the last subsection, we have implemented a stack by using an array. While a stack is implemented by using arrays, it suffers from the basic restriction of an array - i.e., its s

Define midsquare method, Midsquare Method :- this operates in 2 steps. In t...

Midsquare Method :- this operates in 2 steps. In the first step the square of the key value K is taken. In the 2nd step, the hash value is obtained by deleting digits from ends of

Frequency count, what is frequency count with examble

what is frequency count with examble

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

Dqueue, how can i delete from deque while deletion is restricted from one e...

how can i delete from deque while deletion is restricted from one end

An algorithm to insert a node in beginning of linked list, Q. Write down an...

Q. Write down an algorithm to insert a node in the beginning of the linked list.                         Ans: /* structure containing a link part and link part

Which sorting algorithms not have running time of o (n2), Which sorting al...

Which sorting algorithms does not have a worst case running time of  O (n 2 ) ? Merge sort

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