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48 results for tropical algebra

Study of algebraic dynamics on Markov cubics in tropical geometry.

problem Understanding the dynamics of Markov cubics over non-archimedean fields.
method Tropicalization and (,,)(\infty,\infty,\infty)-triangle reflection group on hyperbolic plane.
result Existence of Fatou domain and finitude of orbits with rational points over prime power denominators.

This survey consists of two parts. Part 1 is devoted to amoebas. These are images of algebraic subvarieties in the complex torus under the logarithmic moment map. The amoebas have essentially piecewise-linear shape if viewed at large. Furthermore, they degenerate to certain piecewise-linear objects called tropical vari…

2004-02-29abs ↗pdf ↗

The paper provides a combinatorial criterion for realizing tropical pluri-canonical divisors.

problem Determining when a tropical pair corresponds to a smooth algebraic curve with a pluri-canonical divisor.
method Introducing tropical normalized covers and reducing the problem to their realizability.
result Generalizes previous work on tropical canonical divisors and incorporates recent progress on kk-differentials.

Tropical SVM tackles phylogenomics by classifying multi-locus data.

problem Classifying multi-locus data sets for phylogenetic analysis.
method Proposes tropical support vector machines (SVMs) for phylogenomics, formulated as linear programming problems.
result Developed methods for hard and soft margin tropical SVMs, proving necessary and sufficient conditions for separation.

Researchers describe a Ceresa class for tropical and topological curves, linking algebraic and cohomological perspectives.

problem Explicitly describe the Ceresa class for non-hyperelliptic curves.
method Combining algebraic, tropical, and topological perspectives, defining the Ceresa class for curves and surfaces.
result The Ceresa class is torsion in all settings: tropical curves, topological surfaces, and smooth algebraic curves over C( ⁣(t) ⁣)\mathbb{C}(\!(t)\!).

This friendly introduction to tropical geometry is meant to be accessible to first year students in mathematics. The topics discussed here are basic tropical algebra, tropical plane curves, some tropical intersections, and Viro's patchworking. Each definition is explained with concrete examples and illustrations. To a …

2013-11-11abs ↗pdf ↗

New model for rational tropical points using sp4\mathfrak{sp}_4-webs and measures.

problem Understanding rational tropical points of Fock-Goncharov moduli space.
method Introducing rational bounded sp4\mathfrak{sp}_4-laminations and defining tropical coordinate systems.
result Established a bijection between rational tropical points and sp4\mathfrak{sp}_4-webs.

In this paper we try to look at the compactification of Teichmuller spaces from a tropical viewpoint. We describe a general construction for the compactification of algebraic varieties, using their amoebas, and we describe the boundary via tropical varieties. When we apply this construction to the Teichmuller spaces we…

2005-05-12abs ↗pdf ↗

BNSR invariants are contained in the complement of tropical varieties.

problem Understanding the relationship between algebraic and topological invariants.
method Showed containment of BNSR invariants in the complement of tropical varieties.
result BNSR invariants are contained in the complement of tropical varieties.

We use recent results by Bainbridge-Chen-Gendron-Grushevsky-Moeller on compactifications of strata of abelian differentials to give a comprehensive solution to the realizability problem for effective tropical canonical divisors in equicharacteristic zero. Given a pair (Γ,D)(Γ, D) consisting of a stable tropical curve ΓΓ

2017-10-17abs ↗pdf ↗

In this paper we give an interpretation to the boundary points of the compactification of the parameter space of convex projective structures on an n-manifold M. These spaces are closed semi-algebraic subsets of the variety of characters of representations of the fundamental group of M in SL_{n+1}(R). The boundary was …

2007-03-20abs ↗pdf ↗

To a tropical pp-cycle VTV_{\mathbb{T}} in Rn\mathbb{R}^n, we naturally associate a normal closed and (p,p)(p,p)-dimensional current on (C)n(\mathbb{C}^*)^n denoted by Tnp(VT)\mathscr{T}_n^p(V_{\mathbb{T}}). Such a "tropical current" Tnp(VT)\mathscr{T}_n^p(V_{\mathbb{T}}) will not be an integration current along any analytic set, si…

2014-03-28abs ↗pdf ↗

This work uses tropical geometry to understand neural network decision boundaries.

problem Characterizing neural network decision boundaries with piecewise linear activations.
method Tropical geometry applied to a simple neural network model.
result Decision boundaries are a subset of a tropical hypersurface related to a polytope formed by zonotopes.

The paper establishes a formula for enumeration of curves of arbitrary genus in toric surfaces. It turns out that such curves can be counted by means of certain lattice paths in the Newton polygon. The formula was announced earlier in http://arxiv.org/abs/math.AG/0209253. The result is established with the help of the …

2003-12-31abs ↗pdf ↗

A new method STMF improves missing value prediction using tropical semiring.

problem Limited capability of linear models to model complex relations.
method Sparse Tropical Matrix Factorization (STMF) using tropical semiring.
result STMF outperforms NMF on real data, especially in handling extreme values.

We present a new, unifying approach following some recent developments on the complexity of neural networks with piecewise linear activations. We treat neural network layers with piecewise linear activations as tropical polynomials, which generalize polynomials in the so-called (max,+)(\max, +) or tropical algebra, with pos…

2018-05-22abs ↗pdf ↗

Let VV be a complex algebraic hypersurface defined by a polynomial ff with Newton polytope ΔΔ. It is well known that the spine of its amoeba has a structure of a tropical hypersurface. We prove in this paper that there exists a complex tropical hypersurface V,fV_{\infty, f} such that its coamoeba is homeomorphic to t…

2009-06-15abs ↗pdf ↗

Proves a tropical version of Clemens-Schmid sequence for tropical varieties.

problem Existence of tropical cycles with specific cohomology classes.
method Tropical Hodge theory and Clemens-Schmid sequence analogy.
result Proves tropical Hodge conjecture for rationally triangulable varieties.

New coordinates for SL3-web graphs on surfaces defined by Fock-Goncharov.

problem Characterizing functions on SL3-character varieties of surfaces.
method Introduced tropical Fock-Goncharov coordinates based on Knutson-Tao rhombus inequalities and congruence conditions.
result Tropical coordinates naturally index the commutative algebra of functions on SL3-character varieties.

The restricted Boltzmann machine is a graphical model for binary random variables. Based on a complete bipartite graph separating hidden and observed variables, it is the binary analog to the factor analysis model. We study this graphical model from the perspectives of algebraic statistics and tropical geometry, starti…

2009-08-30abs ↗pdf ↗

Signed seminorms linked to real tropical spaces and matroids.

problem Understanding signed seminorms and their real tropicalizations.
method Introducing signed Goldman-Iwahori space, identifying it as inverse limit of real tropicalizations, and giving matroid-theoretic description.
result Signed seminorms identified as inverse limit of real tropicalizations of projective space.

Study unbounded sl3\mathfrak{sl}_3-laminations around punctures.

problem Classify and understand structures of sl3\mathfrak{sl}_3-laminations at punctures.
method Relate to root data, classify signed webs, describe tropicalization, clarify relationships with other approaches.
result Clarify the relationship between sl3\mathfrak{sl}_3-laminations and other approaches.

We establish, for the first time, connections between feedforward neural networks with ReLU activation and tropical geometry --- we show that the family of such neural networks is equivalent to the family of tropical rational maps. Among other things, we deduce that feedforward ReLU neural networks with one hidden laye…

2018-05-18abs ↗pdf ↗

This note is devoted to the definition of moduli spaces of rational tropical curves with n marked points. We show that this space has a structure of a smooth tropical variety of dimension n-3. We define the Deligne-Mumford compactification of this space and tropical ψψ-class divisors.

2007-04-06abs ↗pdf ↗

Using elementary ideas from Tropical Geometry, we assign a a tropical curve to every qq-holonomic sequence of rational functions. In particular, we assign a tropical curve to every knot which is determined by the Jones polynomial of the knot and its parallels. The topical curve explains the relation between the AJ Con…

2010-03-23abs ↗pdf ↗

Characterizes pseudo-Anosov mapping classes using cluster algebra techniques.

problem Characterize pseudo-Anosov mapping classes purely in terms of shear coordinates.
method Uses cluster algebraic generalization and tropical cluster transformations.
result Algebraic entropies of cluster transformations match topological entropy.

We propose a generalization of tropical curves by dropping the rationality and integrality requirements while preserving the balancing condition. An interpretation of such curves as critical points of a certain quadratic functional allows us to settle the existence and uniqueness problem. The machinery of dual polygons…

2018-12-01abs ↗pdf ↗

We study the topology of a space parametrizing stable tropical curves of genus g with volume 1, showing that its reduced rational homology is canonically identified with both the top weight cohomology of M_g and also with the genus g part of the homology of Kontsevich's graph complex. Using a theorem of Willwacher rela…

2018-05-25abs ↗pdf ↗