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What is the universal property of the tensor product of two linear spaces?

The universal property of the tensor product states that for linear spaces U,V,WU, V, W over a field PP, if there exists a bilinear map φ:U×V→W\varphi: U \times V \to W such that for any bilinear map f:U×V→Pf: U \times V \to P (where PP is an arbitrary linear space over PP), there exists a unique linear map τ:W→P\tau: W \to P making the diagram commute (i.e., f=τφf = \tau \varphi), then the pair (W,φ)(W, \varphi) is called a tensor product of UU and VV.

Conditions

  • U,V,WU, V, W are linear spaces over the field PP.
  • φ\varphi is a bilinear map from U×VU \times V to WW.
  • ff is a bilinear map from U×VU \times V to an arbitrary linear space PP over PP.
  • τ\tau is the unique linear map from WW to PP.

Reasoning, step by step

  1. Identify the linear spaces U,V,WU, V, W over the field PP.
  2. Define the bilinear map φ\varphi from U×VU \times V to WW.
  3. Consider any bilinear map ff from U×VU \times V to an arbitrary linear space PP.
  4. Assert the existence of a unique linear map τ\tau from WW to PP.
  5. Verify the commutative diagram relation f=τφf = \tau \varphi.
  6. Conclude that the pair (W,φ)(W, \varphi) is the tensor product of UU and VV.

Example

The video states: 'Suppose U,V,WU, V, W are both linear spaces over the field PP... there exists a bilinear map φ\varphi from U×VU \times V to WW such that for any bilinear map ff from U×VU \times V to PP, there exists a unique linear map τ\tau from WW to PP, satisfying the commutative diagram relation f=τφf = \tau \varphi, then the pair (W,φ)(W, \varphi) is called a tensor product.'

Common misconceptions

  • Thinking that the tensor product space WW is unique in the set-theoretic sense; it is only unique up to isomorphism.
  • Confusing the bilinear map φ\varphi with the linear map τ\tau; φ\varphi maps from the Cartesian product, while τ\tau maps from the tensor product space.

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