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Tropical Geometry and Machine Learning [PDF]
Tropical geometry is a relatively recent field in mathematics and computer science, combining elements of algebraic geometry and polyhedral geometry. The scalar arithmetic of its analytic part preexisted in the form of max-plus and min-plus semiring arithmetic used in finite automata, nonlinear image processing, convex analysis, nonlinear control ...
Vasileios Charisopoulos +2 more
exaly +2 more sources
Predicting need for heart failure advanced therapies using an interpretable tropical geometry-based fuzzy neural network. [PDF]
BackgroundTimely referral for advanced therapies (i.e., heart transplantation, left ventricular assist device) is critical for ensuring optimal outcomes for heart failure patients.
Yufeng Zhang +6 more
doaj +3 more sources
Geometry in the tropical limit [PDF]
Complex algebraic varieties become easy piecewise-linear objects after passing to the so-called tropical limit. Geometry of these limiting objects is known as tropical geometry. In this short survey we take a look at motivation and intuition behind this limit and consider a few simple examples of correspondence principle between classical and tropical ...
Itenberg Ilia, Mikhalkin Grigory
exaly +3 more sources
Tropical geometry of statistical models. [PDF]
This article presents a unified mathematical framework for inference in graphical models, building on the observation that graphical models are algebraic varieties. From this geometric viewpoint, observations generated from a model are coordinates of a point in the variety, and the sum-product algorithm is an efficient tool for evaluating specific ...
Pachter L, Sturmfels B.
europepmc +8 more sources
Tropical geometry of Rado matroids [PDF]
In this note, we characterize the products of simplicial generators for the Chow ring of a loopless matroid, extending a result of Backman, Eur, and Simpson. We prove that the stable intersection of a collection of tropical hyperplanes centered at the origin with the Bergman fan of a matroid is the Bergman fan of the dual of a certain Rado matroid.
Calum Buchanan, Richard Danner
doaj +3 more sources
Product-Mix Auctions and Tropical Geometry [PDF]
In a recent and ongoing work, Baldwin and Klemperer explore a connection between tropical geometry and economics. They give a sufficient condition for the existence of competitive equilibrium in product-mix auctions of indivisible goods. This result, which we call the unimodularity theorem, can also be traced back to the work of Danilov, Koshevoy, and
Ngoc Tran, Josephine Yu
exaly +3 more sources
The construction of a tropical hypersurface is given by modeling the classical construction of a complex hypersurface. A tropical meromorphic function of finite type is shown to be a tropical rational function. One also has tropical nullstellensatz.
Eugenii Shustin, Grigory Mikhalkin
exaly +6 more sources
Incidence geometry and universality in the tropical plane [PDF]
We examine the incidence geometry of lines in the tropical plane. We prove tropical analogs of the Sylvester-Gallai and Motzkin-Rabin theorems in classical incidence geometry. This study leads naturally to a discussion of the realizability of incidence data of tropical lines. Drawing inspiration from the von Staudt constructions and Mnëv's universality
Dhruv Ranganathan
exaly +4 more sources
Self-organized criticality and pattern emergence through the lens of tropical geometry [PDF]
Nikita Kalinin +2 more
exaly +2 more sources
Clustering Methods over the Tropical Projective Torus
In this paper, we propose clustering methods for use on data described as tropically convex. Our approach is similar to clustering methods used in the Euclidean space, where we identify groupings of similar observations using tropical analogs of K-means ...
David Barnhill, Ruriko Yoshida
doaj +1 more source

