Math 2.0

Linear and multilinear algebra; matrix theory Matrix analysis Theorem

Golden–Thompson inequality

Builds on Hermitian matrixMatrix exponentialTrace of a matrixLie product formula

Statement

Let n≥1n \ge 1 and let AA and BB be n×nn \times n Hermitian matrices. Then tr⁡eA+B≤tr⁡(eAeB),\tr e^{A + B} \le \tr\left( e^A e^B \right), where eXe^X is the matrix exponential and tr⁡\tr is the trace.

Remarks

The right side is a positive real number, because tr⁡(eAeB)=tr⁡(eA/2eBeA/2)\tr(e^A e^B) = \tr(e^{A/2} e^B e^{A/2}) and eA/2eBeA/2e^{A/2} e^B e^{A/2} is positive definite. One proof uses the inequality tr⁡((XY)2k)≤tr⁡(X2kY2k)\tr\big((XY)^{2^k}\big) \le \tr\big(X^{2^k} Y^{2^k}\big) for positive definite XX and YY, which follows from the Cauchy–Schwarz inequality for the trace by induction on kk. Put X=eA/2kX = e^{A/2^k} and Y=eB/2kY = e^{B/2^k} and let k→∞k \to \infty; the Lie product formula turns the left side into tr⁡eA+B\tr e^{A + B}. If AB=BAAB = BA, then eA+B=eAeBe^{A + B} = e^A e^B and equality holds. The naive extension to three Hermitian matrices, with ∣tr⁡(eAeBeC)∣\abs{\tr(e^A e^B e^C)} on the right, is false in general.

Going deeper

For a student

In statistical mechanics, tr⁡e−βH\tr e^{-\beta H} is the partition function of a quantum system with Hamiltonian HH, so the inequality bounds a partition function by a simpler expression. In probability, it is used in the approach of Ahlswede and Winter to matrix concentration inequalities. There one must control the trace of the exponential of a sum of random Hermitian matrices. Lieb found a version for three matrices, with an integral in place of a simple product.

Reading path

To understand this page from the ground up, read these 7 pages in order. The foundations come first.

Show the path as a graph
Each page uses the pages above it. The colour of the bar on a box shows how strong the evidence is, and the box also gives it as text. The list has the same pages.
  • no evidence level
  1. Hermitian matrix concept
  2. Limit of a sequence concept
  3. Matrix exponential concept
  4. Square matrix concept
  5. Trace of a matrix concept
  6. Lie product formula statement
  7. Golden–Thompson inequality statement

Further reading

  1. Web https://en.wikipedia.org/wiki/Golden%E2%80%93Thompson_inequality
About this page
TagZ7R754JC7N
URIm2://Z7R754JC7N
Kindstatement, theorem
WritingW0 stub
MSC15A45, 15B57
StatusThis copy of the site has no build data. Run m2 status Z7R754JC7N.
AboutMatrix exponential, Trace of a matrix
UsesHermitian matrix, Matrix exponential, Trace of a matrix, Lie product formula
Same as
Changed2 November 2026

Markdown · JSON · Edit on GitHub

What this page needs for W1

  • an inventory row: the row of the inventory that the node accounts for (0 of 1)
  • a source with a locator (0 of 1)

The writing levels say how complete the text of a page is. They do not measure its truth.

What links here

No page links to this page yet.