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Signed Tropicalization of Polar Cones
Marianne Akian1, Xavier Allamigeon1, Stéphane Gaubert1
1Inria and CMAP, École polytechnique, IP Paris, CNRS, Paris, France.
This study introduces tropical polars and their properties over signed tropical numbers. These tropical polars simplify complex matrix cone hierarchies, offering new optimization insights.
Area of Science:
- Algebraic Geometry
- Optimization Theory
- Tropical Algebra
Background:
- The study of polars of cones is fundamental in convex geometry and optimization.
- Tropical algebra provides a framework for analyzing algebraic structures over specific semirings.
Purpose of the Study:
- To define and characterize the tropical analogue of the polar of a cone over the semiring of tropical numbers with signs.
- To investigate the relationship between tropical polars and classical polars using nonarchimedean valuations.
- To apply these tropical concepts to analyze classical matrix cones and their hierarchies.
Main Methods:
- Utilizing the semiring of tropical numbers with signs.
- Employing a tropical analogue of Fourier-Motzkin elimination for cone characterization.
- Relating tropical polars to classical polars via nonarchimedean valuation and signed valuation.
- Analyzing semi-algebraic sets over real closed nonarchimedean fields.
Main Results:
- Characterization of tropical polars through an invariance property under tropical Fourier-Motzkin elimination.
- Demonstration that the polar operation commutes with signed valuation for semi-algebraic sets.
- Identification of the collapse of hierarchies of classical matrix cones (e.g., positive semidefinite, completely positive) under tropicalization.
- Characterization of images of classical cones and their polars (e.g., co-positive matrices) under signed valuation.
Conclusions:
- The tropical polar provides a powerful tool for understanding geometric and algebraic structures in tropical algebra.
- The commutation of polar and signed valuation simplifies analysis of matrix cones over nonarchimedean fields.
- Tropicalization offers a novel perspective on matrix cone structures and their optimization properties.
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