Why is the representation of a vector as a direct sum of subspaces unique?
Conditions
- and are subspaces of .
- .
- The equation holds.
Reasoning, step by step
- 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.
- Recognize that uniqueness is guaranteed if and only if the intersection of the subspaces is trivial (contains only the zero vector).
- Observe that in this example, consists of vectors with zeros in the last two coordinates, and consists of vectors with zeros in the first two coordinates.
- Conclude that their only common vector is the zero vector, ensuring the uniqueness of the decomposition.
- 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 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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To decompose a vector in , you separate its components based on the bases of and . The part corresponding to the basis of (the first two coordinates) forms a vector in , and the part corresponding to the basis of (the last two coordinates) forms a vector in .
Conditions: The ambient space is .; has basis .; has basis .; The target vector is given, e.g., .
The lecturer states that the representation is unique because, in the context of a direct sum , there is only one way to split a given vector into a part belonging to and a part belonging to . No other pair of vectors from these subspaces can sum to the same original vector.
Conditions: The ambient space is .; and are the specific subspaces defined on the board.; The equation holds.
A general vector in is decomposed by separating its coordinates into two blocks. The first two coordinates form a vector in , and the last two coordinates form a vector in .
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The example defines a subspace spanned by the first two standard basis vectors of , and its orthogonal complement spanned by the last two standard basis vectors. Together, they form a direct sum that equals the entire space .
Conditions: The ambient space is .; The bases are taken as given on the board.
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