Let 𝑇 ∢ ℝ4 → ℝ4 be a linear transformation and the null space of 𝑇 be the subspace of ℝ4 given by

{(π‘₯1, π‘₯2, π‘₯3, π‘₯4) ∈ ℝ4 ∢ 4π‘₯1 + 3π‘₯2 + 2π‘₯3 + π‘₯4 = 0}.

If π‘…π‘Žπ‘›π‘˜(𝑇 − 3𝐼) = 3, where 𝐼 is the identity map on ℝ4 , then the minimal polynomial of 𝑇 is 

  1. π‘₯(π‘₯ − 3) 
  2. π‘₯(π‘₯ − 3)3
  3. π‘₯3 (π‘₯ − 3) 
  4. π‘₯2 (π‘₯ − 3)2

Answer (Detailed Solution Below)

Option 1 : π‘₯(π‘₯ − 3) 

Detailed Solution

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Given -

Let 𝑇 ∢ ℝ4 → ℝ4 be a linear transformation and the null space of 𝑇 be the subspace of ℝ4 given by

{(π‘₯1, π‘₯2, π‘₯3, π‘₯4) ∈ ℝ4 βˆΆ 4π‘₯1 + 3π‘₯2 + 2π‘₯3 + π‘₯4 = 0}.

If π‘…π‘Žπ‘›π‘˜(𝑇 − 3𝐼) = 3, where 𝐼 is the identity map on ℝ4

Concept -

(i) The dimension of subspace = dim (V) - number of restriction

(ii) Rank - Nullity theorem -

 η (T) + ρ (T) = n  where n is the dimension of the vector space or the order of the matrix.

(iii) The formula for Geometric multiplicity (GM) is = η(T - λ I)

(iv) AM ≥ GM

(v) If the rank of A is less than n this implies that |A| = 0

Explanation -

we have null space {(π‘₯1, π‘₯2, π‘₯3, π‘₯4) ∈ ℝ4 βˆΆ 4π‘₯1 + 3π‘₯2 + 2π‘₯3 + π‘₯4 = 0}

Now the dimension of null space = dim (V) - number of restriction = 4 - 1 = 3

Hence the nullity of T is 3 so this implies rank of T is 1.   [by rank - Nullity theorem]

i.e. \(ρ(T) =1 \ \ and \ \ Ξ· (T) =3\)

Now the formula for Geometric multiplicity (GM) is = η(T - λ I)

if we take λ = 0 then GM = 3 for λ = 0 and we know that AM ≥ GM then AM = 3, 4 only because it is not greater than the dimension of vector space.

But we have the another condition  π‘…π‘Žπ‘›π‘˜(𝑇 − 3𝐼) = 3 < dim (ℝ4) then |𝑇 − 3𝐼| = 0

hence λ = 3 is another eigen value of the transformation. and we have π‘…π‘Žπ‘›π‘˜(𝑇 − 3𝐼) = 3 ⇒ η(𝑇 − 3𝐼) = 1

Hence the eigen values of T is 0,0,0 and 3.

Now the characteristic polynomial of T is π‘₯3 (π‘₯ − 3)  and the minimal polynomial of T is x(x - 3).

Hence the option(1) is correct.

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