Enhanced financial forecasting using supervised autoencoders with noise augmentation and triple labeling.
arXiv research
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We propose a unified game-theoretical framework to perform classification and conditional image generation given limited supervision. It is formulated as a three-player minimax game consisting of a generator, a classifier and a discriminator, and therefore is referred to as Triple Generative Adversarial Network (Triple…
In this work, we investigate semi-supervised learning (SSL) for image classification using adversarial training. Previous results have illustrated that generative adversarial networks (GANs) can be used for multiple purposes. Triple-GAN, which aims to jointly optimize model components by incorporating three players, ge…
The graph-based semi-supervised label propagation algorithm has delivered impressive classification results. However, the estimated soft labels typically contain mixed signs and noise, which cause inaccurate predictions due to the lack of suitable constraints. Moreover, available methods typically calculate the weights…
Enhanced financial forecasting with supervised autoencoders for S&P 500 and cryptocurrencies.
The paper integrates Lie-Leibniz triples into Lie group-rack triples.
We introduce an unsupervised approach to efficiently discover the underlying features in a data set via crowdsourcing. Our queries ask crowd members to articulate a feature common to two out of three displayed examples. In addition we also ask the crowd to provide binary labels to the remaining examples based on the di…
Introduces new spectral triples for parabolic geometry.
Using the L^2 norm of the Higgs field as a Morse function, we study the moduli spaces of U(p,q)-Higgs bundles over a Riemann surface. We require that the genus of the surface be at least two, but place no constraints on (p,q). A key step is the identification of the function's local minima as moduli spaces of holomorph…
Every link in the 3-sphere has a projection to the plane where the only singularities are pairwise transverse triple points. The associated diagram, with height information at each triple point, is a triple-crossing diagram of the link. We give a set of diagrammatic moves on triple-crossing diagrams analogous to the Re…
Two triples of triangles having pairwise disjoint outlines in 3-space are called combinatorially isotopic if one triple can be obtained from the other by a continuous motion during which the outlines of the triangles remain pairwise disjoint. We conjecture that it can be algorithmically checked if an (ordered or unorde…
Triple linking numbers were defined for 3-component oriented surface-links in 4-space using signed triple points on projections in 3-space. In this paper we give an algebraic formulation using intersections of homology classes (or cup products on cohomology groups). We prove that spherical links have trivial triple lin…
We introduce mod 3 triple Milnor invariants and triple cubic residue symbols for certain primes of the Eisenstein number field , following the analogies between knots and primes. Our triple symbol generalizes both the cubic residue symbol and Rédei's triple symbol, and describes the decomposition…
We consider a knot homotopy as a cylinder in 4-space. An ordinary triple point of the cylinder is called {\em coherent} if all three branches intersect at pairwise with the same index. A {\em triple unknotting} of a classical knot is a homotopy which connects with the trivial knot and which has as singu…
Extends Einstein-Hilbert action to higher-order spectral triples.
Computing Chern-Simons action for perturbed Dirac triples
In this paper we present a systematic method to generate prime knot and prime link minimal triple-point projections, and then classify all classical prime knots and prime links with triple-crossing number at most four. We also extend the table of known knots and links with triple-crossing number equal to five. By intro…
We give the classification of solvable and splitting Lie triple system and it turn that, up to isomorphism there exist 7 non isomorphic canonical Lie triple systems and 6 non isomorphic splitting canonical Lie triple systems and find the solvable Lie algebras associated.
In the 1950's Milnor defined a family of higher order invariants generalizing the linking number. Even the first of these new invariants, the triple linking number, has received and fruitful study since its inception. In the case that has vanishing pairwise linking numbers, this triple linking number gives an integ…
Study describes moduli of quaternionic hyperbolic triples of points.
The triple linking number of an oriented surface link was defined as an analogical notion of the linking number of a classical link. We consider a certain -component -link () determined from two commutative pure -braids and . We present the triple linking number of such a -link, by usin…
Extends Manin triples to Lie bialgebroids over Lie groupoids.
Invariant detects triple points in sphere immersions.
Classifies actions of tori on manifolds up to diffeomorphisms.
This paper shows how to create surface-links with many triple points.
Homotopy on nanophrases is an equivalence relation defined using some data called a homotopy data triple. We define a product on homotopy data triples. We show that any homotopy data triple can be factorized into a product of prime homotopy data triples and this factorization is unique up to isomorphism and order. If a…
Paper explores relationships between triple chords and a specific homotopy relation in knot theory.
Symmetric spaces' connections form Lie admissible triple algebras.
Constructs perturbations of a minimal surface with triple junctions.
Characterizes critical points in convex double and triple bubbles.
LA-Courant algebroids link double Lie bialgebroids via Manin triples.
Construct spectral triples on C*-algebras with group actions.
This paper compiles and calculates triple point numbers for surface-links in Yoshikawa's table.
Triple-crossing number bound for knots and links, especially torus knots.
The triple point numbers and the triple point spectrum of a closed 3-manifold were defined in (R. Vigara, Representación de 3-variedades por esferas de Dehn rellenantes, PhD Thesis, UNED 2006). They are topological invariants that give a measure of the complexity of a 3-manifold using the number of triple points of min…
Defines curvature for metric triples in metric spaces.
This paper analyzes the difficulty of unsupervised domain adaptation using information theory.
A triple crossing is a crossing in a projection of a knot or link that has three strands of the knot passing straight through it. A triple crossing projection is a projection such that all of the crossings are triple crossings. We prove that every knot and link has a triple crossing projection and then investigate c_3(…
New spectral triples defined for SU(1,1) using harmonic analysis.
The paper introduces a trilinear functional to recover torsion in spectral triples.
Enumerates knots up to five crossings and describes moves between them.
Uniformizes surfaces with boundaries, focusing on triple junctions.
We define a Fourier-Mukai transform for a triple consisting of two holomorphic vector bundles over an elliptic curve and a homomorphism between them. We prove that in some cases the transform preserves the natural stability condition for a triple. We also define a Nahm transform for solutions to natural gauge-theoretic…
A new algorithm solves high-dimensional nonlinear BSDEs using deep learning.
Formula for computing triple-cup product from Heegaard diagrams of 3-manifolds.
Constructs a triple on an Atiyah algebroid with connection.
We propose a multi-label multi-task framework based on a convolutional recurrent neural network to unify detection of isolated and overlapping audio events. The framework leverages the power of convolutional recurrent neural network architectures; convolutional layers learn effective features over which higher recurren…
We investigate the geometry in a real Euclidean building X of type A2 of some simple configurations in the associated projective plane at infinity P, seen as ideal configurations in X, and relate it with the projective invariants (from the cross ratio on P). In particular we establish a geometric classification of gene…