Derivatives of tensor powers and their norms
Rajendra Bhatia, Priyanka Grover, Tanvi Jain

TL;DR
This paper evaluates the norms of derivatives of tensor power maps, including antisymmetric, symmetric, and permanent maps, providing new formulas and extending previous results in operator theory.
Contribution
It introduces a multilinear version of Russo and Dye's theorem and computes derivatives and their norms for various tensor power maps, including antisymmetric, symmetric, and permanent functions.
Findings
Norms of derivatives of tensor power maps are explicitly computed.
A multilinear version of Russo and Dye's theorem is proved.
Derivatives of the permanent map are evaluated.
Abstract
The norm of the th derivative of the map that takes an operator to its th antisymmetric tensor power is evaluated. The case has been studied earlier by Bhatia and Friedland [R. Bhatia and S. Friedland, Variation of Grassman powers and spectra, Linear Algebra and its Applications, 40:1--18, 1981]. For this purpose a multilinear version of a theorem of Russo and Dye is proved: it is shown that a positive -linear map between -algebras attains its norm at the -tuple Expressions for derivatives of the maps that take an operator to its th tensor power and th symmetric tensor power are also obtained. The norms of these derivatives are computed. Derivatives of the map taking a matrix to its permanent are also evaluated.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
