Francesco Tudisco

Associate Professor (Reader) in Machine Learning

School of Mathematics, The University of Edinburgh
The Maxwell Institute for Mathematical Sciences
School of Mathematics, Gran Sasso Science Institute JCMB, King’s Buildings, Edinburgh EH93FD UK
email: f dot tudisco at ed.ac.uk

The contractivity of cone-preserving multilinear mappings

Antoine Gautier, Francesco Tudisco,
Nonlinearity (IOP and London Mathematical Society), 32 : 4713 (2019)

Abstract

With the notion of mode-$j$ Birkhoff contraction ratio, we prove a multilinear version of the Birkhoff-Hopf and the Perron-Fronenius theorems, which provide conditions on the existence and uniqueness of a solution to a large family of systems of nonlinear equations of the type $$f_i(x_1,…,x_ν)= λ_i x_i, ,$$ being $x_i$ and element of a cone $C_i$ in a Banach space $V_i$. We then consider a family of nonlinear integral operators $f_i$ with positive kernel, acting on product of spaces of continuous real valued functions. In this setting we provide an explicit formula for the mode-$j$ contraction ratio which is particularly relevant in practice as this type of operators play a central role in numerous models and applications.

Please cite this work as:

@article{gautier2019contractivity,
  title={The contractivity of cone-preserving multilinear mappings},
  author={Gautier, Antoine and Tudisco, Francesco},
  journal={Nonlinearity},
  volume={32},
  pages={4713},
  year={2019},
  publisher={IOP Publishing Ltd \& London Mathematical Society}
}

Links: doi arxiv

Keywords: Perron-Frobenius theory nonlinear eigenvalues nonnegative tensors Hilbert metric power method multi-homogeneous maps multilinear maps cone-preserving maps