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Why is the representation of a vector as a direct sum of subspaces unique?

The representation is unique because the direct sum W⊕W⊥=R4W \oplus W^\perp = \mathbb{R}^4 implies that the intersection of WW and W⊥W^\perp contains only the zero vector. Therefore, there is only one way to express any vector in R4\mathbb{R}^4 as the sum of a vector from WW and a vector from W⊥W^\perp.

Conditions

  • WW and W⊥W^\perp are subspaces of R4\mathbb{R}^4.
  • W∩W⊥={0}W \cap W^\perp = \{\mathbf{0}\}.
  • The equation W⊕W⊥=R4W \oplus W^\perp = \mathbb{R}^4 holds.

Reasoning, step by step

  1. Understand the definition of a direct sum of subspaces, which requires that every vector in the ambient space can be written uniquely as a sum of vectors from the subspaces.
  2. Recognize that uniqueness is guaranteed if and only if the intersection of the subspaces is trivial (contains only the zero vector).
  3. Observe that in this example, WW consists of vectors with zeros in the last two coordinates, and W⊥W^\perp consists of vectors with zeros in the first two coordinates.
  4. Conclude that their only common vector is the zero vector, ensuring the uniqueness of the decomposition.
  5. Note the lecturer's emphasis on this property at the end of the segment.

Example

The lecturer says, "what's nice about this representation... is unique". The board shows the decomposition (abcd)=(ab00)+(00cd)\begin{pmatrix}a\\b\\c\\d\end{pmatrix} = \begin{pmatrix}a\\b\\0\\0\end{pmatrix} + \begin{pmatrix}0\\0\\c\\d\end{pmatrix} and notes "This representation is UNIQUE."

Common misconceptions

  • Thinking that any sum of subspaces is a direct sum; it must have a trivial intersection.
  • Assuming that uniqueness depends on the specific choice of basis vectors rather than the structural property of the subspaces themselves.

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