Math 2.0

Functional analysis Normed and Banach spaces Theorem

Grothendieck inequality

Builds on Hilbert spaceInner productProjective tensor product

Statement

There is a constant KK with the following property. Let m,n≥1m, n \ge 1 and let (aij)(a_{ij}) be a real m×nm \times n matrix. Assume that ∣∑i,jaijsitj∣≤1\abs{\sum_{i,j} a_{ij} s_i t_j} \le 1 for all s1,…,sm,t1,…,tn∈{−1,1}s_1, \dots, s_m, t_1, \dots, t_n \in \set{-1, 1}. Let HH be a real Hilbert space and let u1,…,um,v1,…,vnu_1, \dots, u_m, v_1, \dots, v_n be vectors of norm at most 11 in HH. Then ∣∑i=1m∑j=1naij⟨ui,vj⟩∣≤K.\Big| \sum_{i=1}^m \sum_{j=1}^n a_{ij} \ip{u_i}{v_j} \Big| \le K.

Remarks

The constant KK does not depend on mm, nn or HH. The smallest such constant is the real Grothendieck constant KGK_G. Its exact value is unknown. Krivine proved KG≤π/(2log⁡(1+2))≈1.78K_G \le \pi / (2 \log(1 + \sqrt{2})) \approx 1.78.

One proof uses random Gaussian vectors gg. For unit vectors uu and vv, the average of sgn⁡⟨g,u⟩sgn⁡⟨g,v⟩\sgn \ip{g}{u} \sgn \ip{g}{v} is 2πarcsin⁡⟨u,v⟩\frac{2}{\pi} \arcsin \ip{u}{v}. So signs drawn at random from the vectors reproduce a function of the inner products. Krivine first transforms the vectors so that this function becomes a fixed multiple of the inner product.

The inequality has a complex version, with a different constant. In computer science it shows that a semidefinite relaxation approximates the cut norm of a matrix within a constant factor.

Going deeper

For a student

Grothendieck stated the result in his work on tensor products of Banach spaces. In that language it says that every bounded linear map from L1L^1 to L2L^2 is absolutely summing. The inequality is a key tool in the study of the projective tensor product and of operator ideals.

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To understand this page from the ground up, read these 4 pages in order. The foundations come first.

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  1. Hilbert space concept
  2. Inner product concept
  3. Projective tensor product concept
  4. Grothendieck inequality statement

Further reading

  1. Web https://en.wikipedia.org/wiki/Grothendieck_inequality
About this page
TagNX8AMNXWG8
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Kindstatement, theorem
WritingW0 stub
MSC46B28, 46M05, 46B07
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AboutHilbert space
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Changed2 November 2026

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