Question

In: Computer Science

Using the definition of Θ notation, prove that (3n + 13)(7n + 2)(log(1024n2 + 100)) ∈...

Using the definition of Θ notation, prove that (3n + 13)(7n + 2)(log(1024n2 + 100)) ∈ Θ(n2logn).

Solutions

Expert Solution

By definition of big-Theta (Θ):

f(n) = Θ(g(n)) iff there are three positive constants c1, c2 and n0 such that

c1|g(n)| ≤ |f(n)| ≤ c2|g(n)| for all n ≥ n0 -------------------------- (i)

Here f(n) = (3n + 13)(7n + 2)(log(1024n2 + 100))

Proof:

When n >= 32,

(3n + 13)(7n + 2)(log(1024n2 + 100)) <= (3n + 13n)(7n + 2n)(log(1024n2 + 1024n2))

(3n + 13)(7n + 2)(log(1024n2 + 100)) <= (3n + 13n)(7n + 2n)(log(2(1024n2))

(3n + 13)(7n + 2)(log(1024n2 + 100)) <= (16n)(9n)(log2 + log1024n2)

(3n + 13)(7n + 2)(log(1024n2 + 100)) <= (144n2)(log2 + 2log32n)

(3n + 13)(7n + 2)(log(1024n2 + 100)) <= (144n2)(log32n + 2log32n)

(3n + 13)(7n + 2)(log(11024n2 + 100)) <= (144n2)(3log32n)

(3n + 13)(7n + 2)(log(1024n2 + 100)) <= 432(n2)(log32n)

(3n + 13)(7n + 2)(log(1024n2 + 100)) <= 432(n2)(log32 + logn)

(3n + 13)(7n + 2)(log(11024n2 + 100)) <= 432(n2)(logn + logn) ......... {as n >= 32}

(3n + 13)(7n + 2)(log(1024n2 + 100)) <= 432(n2)(2logn)

(3n + 13)(7n + 2)(log(1024n2 + 100)) <= 864(n2logn)


When n >= 1

(3n)(7n)(logn2) <= (3n + 13)(7n + 2)(log(1024n2 + 100))

21n2(logn2) <= (3n + 13)(7n + 2)(log1024n2 + 100))

42n2(logn) <= (3n + 13)(7n + 2)(log(1024n2 + 100))

Thus from here, we can conclude that,

42(n2logn) <= (3n + 13)(7n + 2)(log(1024n2 + 100)) <= 864(n2logn) for all n >= 32

So here g(n) = n2logn and

c1 = 42 , c2 = 864 and n0 = 32

So, from (i):

f(n) = Θ(g(n)

(3n + 13)(7n + 2)(log(1024n2 + 100)) = Θ(n2) for all n >= 32


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