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Sunday, September 16, 2012

 

PS2.7 P40: QT = Q-1

Suppose QT equals Q-1 (transpose equals inverse, so QTQ = I).

  1. Show that the columns q1, ..., qn are unit vectors:
      \[ ||q_{i}||^{2} = 1 \]
  2. Show that every two columns of Q are perpendicular:
      \[ q_{1}^{T}q_{2} = 0 \]
  3. Find a 2 by 2 example with first entry q11 = cos θ






== Solution ==
  1. Observe that:
      \[ ||q_{i}||^{2} \]
    is equal to the dot product of a column by itself, and every element in the resultant matrix of QTQ is the dot product of two columns in Q. Since QTQ = I, it means when the two columns are the same column in Q, the dot product is equal to 1, corresponding to the diagonal of I.

  2. Based on similar observation, every other element in I that doesn't fall on the diagonal corresponds to the dot product of two different columns in Q, and is equal to zero.

  3. One obvious example that would work:
      \[ Q = \begin{vmatrix} \cos \theta & -\sin \theta \\ \sin \theta & \cos \theta \end{vmatrix} \]
    as:
      \[ Q^T Q = \begin{vmatrix} \cos \theta & \sin \theta \\ -\sin \theta & \cos \theta \end{vmatrix} \begin{vmatrix} \cos \theta & -\sin \theta \\ \sin \theta & \cos \theta \end{vmatrix} = I \]

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