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Recipe

Test whether a tensor is pure

Use when: you have a specific element of V\otimes W written as a sum of basis tensors e_i\otimes f_j and need to know whether it equals a single v\otimes w

Goal: either an explicit v and w decomposing the tensor, or a proof that no such v,w exist

Taught in The tensor product and its universal property

  1. 1

    Write the tensor as T=\sum_{i,j}T_{ij}\,e_i\otimes f_j, recording each coefficient T_{ij}, including the zero ones.

    Example

    For T=e_1\otimes f_1+e_2\otimes f_2: T_{11}=1, T_{12}=0, T_{21}=0, T_{22}=1.

    Why: the comparison in Step 3 needs every coefficient identified up front, and a forgotten zero coefficient silently breaks that comparison later.

  2. 2

    Write a general pure tensor as v\otimes w=(c_1e_1+c_2e_2)\otimes(d_1f_1+d_2f_2), then expand it bilinearly into the four basis tensors.

    Example

    Expanding gives c_1d_1(e_1\otimes f_1)+c_1d_2(e_1\otimes f_2)+c_2d_1(e_2\otimes f_1)+c_2d_2(e_2\otimes f_2).

    Why: bilinear extension is the only way any pure tensor's coefficients can arise, so this expansion produces every equation the next step compares against.

  3. 3

    Set each expanded coefficient equal to the matching T_{ij} from Step 1, then try to solve the resulting system for c_1,c_2,d_1,d_2.

    Example

    Here c_1d_1=1, c_1d_2=0, c_2d_1=0, c_2d_2=1. The first equation forces c_1\ne0 and d_1\ne0. The second equation then forces d_2=0. But the fourth equation needs c_2d_2=1, impossible once d_2=0.

    • the system has a genuine solution — the tensor is pure; report the v,w you found.
    • the system forces a contradiction, such as one variable equal to both zero and nonzero — the tensor is not pure.

    Why: a pure tensor exists exactly when this coefficient system is consistent, since v\otimes w's own coefficients are precisely these four products.

Common mistakes

  • Assuming a tensor with several nonzero basis coefficients can't be pure; many pure tensors have every coefficient nonzero.
  • Solving only two of the four coefficient equations and declaring the tensor pure before checking the rest.
  • Dividing by a coefficient (like c_1) that could be zero, hiding a case the system needed to check separately.
  • Concluding "not pure" from one failed guess at c_i,d_j instead of proving the whole system has no solution.