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

What is a height balanced tree, What is a height balanced tree? Height Ba...

What is a height balanced tree? Height Balanced Tree (AVL Tree) An AVL tree is a binary search tree in which the height of the left and right subtree of the root vary by at most

Binary tree traversals, We have discussed already about three tree traversa...

We have discussed already about three tree traversal methods in the earlier section on general tree. The similar three different ways to do the traversal -inorder , preorder, and p

Recursive function , Q. Write down the recursive function to count the numb...

Q. Write down the recursive function to count the number of the nodes in the binary tree.    A n s . R ecursive Function to count no. of Nodes in Binary Tree is writt

The time and space complexities of an algorihm, Relation between the time a...

Relation between the time and space complexities of an algorithm The examining of algorithm focuses on time complexity and space complexity. As compared to time analysis, the a

Define data model, Define data model?  A data model is a collection of ...

Define data model?  A data model is a collection of conceptual tools for explaning data, data relationships, data semantics and consistency constraints.

Structured programming, What do you understand by term structured programmi...

What do you understand by term structured programming? Explain the structured programming as well.                                 Ans. S tructured Programming is expla

Optimization Methods, Optimal solution to the problem given below. Obtain t...

Optimal solution to the problem given below. Obtain the initial solution by VAM Ware houses Stores Availibility I II III IV A 5 1 3 3 34 B 3 3 5 4 15 C 6 4 4 3 12 D 4 –1 4 2 19 Re

Hash function, Q. Define the graph, adjacency matrix, adjacency list, hash ...

Q. Define the graph, adjacency matrix, adjacency list, hash function, adjacency matrix, sparse matrix, reachability matrix.

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