What are the next steps after finding a pattern in iterative substitution?

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SUMMARY

The discussion focuses on the iterative substitution method for solving the recurrence relation T(n) = 2T(n/2) + n^2. Participants highlight the importance of identifying patterns in the recursive terms, such as 2^kT(n/2^k) + n^2/2^(k-1) + ... + n^2. After recognizing the pattern, the next steps include deriving a general form of the pattern and proving the explicit formula for T(n) when n is a power of 2, utilizing mathematical induction for verification.

PREREQUISITES
  • Understanding of recurrence relations and their forms
  • Familiarity with the iterative substitution method
  • Knowledge of mathematical induction
  • Basic algebraic manipulation skills
NEXT STEPS
  • Study the Master Theorem for solving recurrence relations
  • Learn how to derive explicit formulas from recursive definitions
  • Practice mathematical induction with various examples
  • Explore advanced techniques in algorithm analysis, such as the Akra-Bazzi method
USEFUL FOR

Students and professionals in computer science, particularly those studying algorithms and data structures, as well as anyone interested in mastering recurrence relations and their solutions.

fvnn
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Hi i Have this equation:
[M]T(n)=2T(n/2)+n^2[/M]


I understand for iterative substitution you need to find patterns so here's what i got:
[M]2^2T(n/2^2)+n2/2+n^2
2^3T(n/2^3)+n2/2^2+n2/2+n^2[/M]

My question is what to do after you have found the pattern?
 
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fvnn said:
My question is what to do after you have found the pattern?
Whatever the problem tells you. You could write the general form of the pattern (after applying the definition of $T$ $n$ times). You could write the explicit formula for $T$ when $n$ is a power of 2 for a given $T(1)$ and then prove it by induction.
 

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