What is constructive induction and how is it used to solve recursive equations?

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In other words, it is the set of all functions that grow at the same rate as n. In summary, "constructive induction" is a method used to prove the complexity class of recursive equations. In the given example, it is used to show that the function T(n) is in the complexity class \Theta (n).
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Dragonfall
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Can someone explain this "constructive induction" needed to solve recursive equations?

For example, use "constructive induction" to show that the following is [tex]\Theta (n)[/tex]

[tex]T(n) = 1 \leftrightarrow n = 1,2[/tex]
[tex]T(n) = T\lceil n/4\rceil + T \lceil 2n/3\rceil + \Theta (n) \leftrightarrow n > 2[/tex]
 
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Anyone? This is kinda urgent.
 
  • #3
Dragonfall said:
Can someone explain this "constructive induction" needed to solve recursive equations?

For example, use "constructive induction" to show that the following is [tex]\Theta (n)[/tex]

[tex]T(n) = 1 \leftrightarrow n = 1,2[/tex]
[tex]T(n) = T\lceil n/4\rceil + T \lceil 2n/3\rceil + \Theta (n) \leftrightarrow n > 2[/tex]

Since you haven't said what [itex]\Theta(n)[/itex] is, I don't see how any method can "prove" that is [itex]\Theta(n)[/itex].

Whatever [itex]\Theta(n)[/itex] is, T(3) is definitely not equal to [itex]\Theta(3)[/itex], it is equal to [itex]\Theta(3)+ 2[/itex].
 
  • #4
[tex]\Theta (n)[/tex] in the recurrence is "some function" in the complexity class [tex]\Theta (n)[/tex].

The complexity class [tex]\Theta (n)[/tex] is the intersection of [tex]O(n)[/tex] and [tex]\Omega (n)[/tex].
 
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What is Constructive Induction?

Constructive Induction is a method used in machine learning to generate new generalizations or hypotheses based on a set of observed examples. It is a form of inductive reasoning that involves creating new concepts or theories from existing data.

How does Constructive Induction work?

Constructive Induction involves building new concepts or theories by combining existing concepts or theories. This is done by identifying common features or patterns in a set of examples and using them to create a more general representation of those examples.

What is the difference between Constructive Induction and Deductive Reasoning?

Deductive reasoning involves starting with a general premise or theory and using it to make predictions about specific cases. Constructive Induction, on the other hand, starts with specific examples and uses them to create a more general theory or concept.

What are the advantages of using Constructive Induction?

One of the main advantages of Constructive Induction is that it allows for the creation of new and more complex theories or concepts that may not have been apparent from the initial set of examples. It also allows for the incorporation of new information and the refinement of existing theories.

What are some applications of Constructive Induction?

Constructive Induction has a wide range of applications, including in machine learning, data mining, and natural language processing. It can be used to generate new hypotheses in scientific research, as well as in business and finance for predictive modeling and decision making.

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