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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,181 papers · 148 categories

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48 results for trading polarity

The availability of data on digital traces is growing to unprecedented sizes, but inferring actionable knowledge from large-scale data is far from being trivial. This is especially important for computational finance, where digital traces of human behavior offer a great potential to drive trading strategies. We contrib…

2015-06-04abs ↗pdf ↗

Paper evaluates and mitigates privacy risks in deep learning models.

problem Quantifying and defending against privacy attacks in deep learning.
method Quantitative evaluation of trade-offs, reformulating attacks, and proposing a novel SPN.
result Model accuracy improved by 5-20% while maintaining data privacy.

Study predicts cryptocurrency price movements using Twitter sentiment analysis.

problem Predicting short-term price movements of cryptocurrencies.
method Conditional examination of return and excess return rates following tweet publication.
result Statistically significant increases in return rates within the first three minutes after tweet publication.

We classify the polar actions on the complex hyperbolic plane up to orbit equivalence. Apart from the trivial and transitive polar actions, there are five polar actions of cohomogeneity one and four polar actions of cohomogeneity two.

2011-08-02abs ↗pdf ↗

The paper studies how Kähler polarizations degenerate to mixed polarizations on toric varieties.

problem Degeneration of Kähler polarizations to mixed polarizations on toric varieties.
method Constructing polarizations by Hamiltonian actions, finding one-parameter families of Kähler polarizations, and analyzing convergence of spaces of holomorphic sections.
result Kähler polarizations degenerate to mixed polarizations as kk increases, with specific convergence results for one-parameter families.

Polarized and GG-polarized CR manifolds are smooth manifolds endowed with a double structure: a real foliation $\Cal F$ (given by the action of a Lie group GG in the GG-polarized case) and a transverse CR distribution (E,J)(E,J). Polarized means that (E,J)(E,J) is roughly speaking invariant by $\Cal F$. Both structures ar…

2012-12-03abs ↗pdf ↗

A polarity of a projective plane is a map, often assumed to be involutive, mapping a generic point to a generic line and reciprocally. The most classical polarity is the polarity with respect to a conic, but other exist: the harmonic polarity with respect to a triangle, the polarities with respect to high-degree algebr…

2013-02-07abs ↗pdf ↗

The generic fiber of a Lagrangian fibration on an irreducible holomorphic symplectic manifold is an abelian variety. Associate a polarization type to such Lagrangian fibrations coming from polarizations on a generic fiber. We prove that this polarization type is constant in families of Lagrangian fibrations. Further, w…

2015-01-19abs ↗pdf ↗

Paper uses ResUNet-CMB to reconstruct cosmic polarization rotation from CMB data.

problem Reconstructing anisotropic cosmic polarization rotation from CMB data.
method Extended ResUNet-CMB to handle gravitational lensing and patchy reionization.
result ResUNet-CMB outperforms standard quadratic estimator in reconstructing all three effects.

The study introduces polarization of generalized Nijenhuis torsions and their relevance in operator fields.

problem Characterization of Haantjes C(M)C^{\infty}(M)-modules of operator fields.
method Introducing polarization of generalized Nijenhuis torsions and proving algebraic identities.
result Polarizations of generalized Nijenhuis torsions are relevant in the characterization of Haantjes C(M)C^{\infty}(M)-modules of operator fields.

The study classifies Riemannian homogeneous spaces with polar isotropy actions.

problem Characterizing Riemannian homogeneous spaces with polar isotropy actions.
method Analyzing simply connected Riemannian homogeneous spaces of compact semisimple Lie groups and various non-compact spaces.
result Classification and non-polar isotropy actions for specific spaces.

Classifies totally geodesic submanifolds and polar actions on Stiefel manifolds.

problem Classifying totally geodesic submanifolds and polar actions on Stiefel manifolds.
method Classification through polar actions and cohomogeneity-one actions.
result Classification of orbits of polar actions on Stiefel manifolds.

Classifies hexagonal circular 3-webs with cubic polar curves.

problem Classifying hexagonal circular 3-webs with algebraic polar curves of degree three.
method Analyzes hexagonal circular 3-webs on unit sphere with polar points on a twisted cubic.
result Completes the classification of hexagonal circular 3-webs with algebraic polar curves of degree three.

POLAR framework interprets word embeddings using polar opposites.

problem Lack of interpretability in pre-trained word embeddings.
method Adopt semantic differentials and polar opposites to transform embeddings.
result Interpretable word embeddings maintain performance comparable to original embeddings.

For complex projective manifolds we introduce polar homology groups, which are holomorphic analogues of the homology groups in topology. The polar k-chains are subvarieties of complex dimension k with meromorphic forms on them, while the boundary operator is defined by taking the polar divisor and the Poincare residue …

2000-09-01abs ↗pdf ↗

We prove a criterion for an isometric action of a Lie group on a Riemannian manifold to be polar. From this criterion, it follows that an action with a fixed point is polar if and only if the slice representation at the fixed point is polar and the section is the tangent space of an embedded totally geodesic submanifol…

2010-01-20abs ↗pdf ↗

Polar manifolds are Riemannian G-manifolds admitting a "section", i.e., a complete submanifold passing through every orbit and doing so orthogonally. We consider compact simply-connected polar manifolds and achieve an equivariantly diffeomorphic classification in dimensions 5 or less. As an application, we determine wh…

2014-07-02abs ↗pdf ↗

The paper bounds abnormal and Goh-abnormal sets for metabelian Lie groups with polarizations.

problem Bounding abnormal and Goh-abnormal sets for metabelian Lie groups.
method Analyzing rank 2 polarizations and sub-Riemannian structures on metabelian Lie groups.
result Metabelian Lie groups with polarizations satisfy the minimizing Sard property.

In this paper, we generalize the polar transforms of spacelike isothermic surfaces in Q14Q^4_1 to n-dimensional pseudo-Riemannian space forms QrnQ^n_r. We show that there exist cc-polar spacelike isothermic surfaces derived from a spacelike isothermic surface in QrnQ^n_r, which are into Srn+1(c)S^{n+1}_r(c), Hr1n+1(c)H^{n+1}_{r-1}(c)

2011-11-04abs ↗pdf ↗

Study shows horizontal diameter of unit spheres is π for specific foliations.

problem Understanding horizontal diameter in unit spheres with specific foliations.
method Analyzing singular Riemannian foliations on unit spheres.
result Horizontal diameter of unit spheres is π for polar and infinitesimally polar actions.

We give a simple sufficient condition for K-stability of polarized del Pezzo surfaces and for the existence of a constant scalar curvature Kahler metric in the Kahler class corresponding to the polarization.

2016-06-14abs ↗pdf ↗

We classify infinitesimally polar actions on compact Riemannian symmetric spaces of rank one. We also prove that every polar action on one of those spaces has the same orbits as an asystatic action.

2015-05-12abs ↗pdf ↗

This paper fine-tunes BERT for stock market sentiment analysis and improves trading performance.

problem Improving trading performance in non-strongly efficient markets.
method Fine-tuning BERT on annotated data, combining with Alpha191 model for regression and prediction.
result Emotional factors significantly improve trading performance, increasing return rates by 73.8% compared to baseline.

Introduces Polar Depth for analyzing multivariate heavy-tailed data extremes.

problem Analyzing the behavior of extremes from multivariate heavy-tailed distributions.
method Introduces Polar Depth, a novel statistical depth function expressed in polar coordinates.
result The polar depth of the largest observations converges to the polar depth of the limiting distribution as the threshold increases.

The paper introduces a method to make neural networks more robust to adversarial attacks.

problem Vulnerability of deep neural networks to small, adversarially designed perturbations.
method A bottom-up strategy using a nonlinear front end that polarizes and quantizes data.
result The approach can completely eliminate adversarial perturbations on MNIST and Fashion MNIST datasets.

Paper uses polar field data to improve solar flare prediction accuracy.

problem Improving solar flare prediction accuracy using machine learning.
method Incorporates polar field data into machine learning models for solar flare classification.
result Improves solar flare prediction performance by up to 10.1% using a novel probabilistic mixture of experts model.

We analyze polar actions on Hermitian and quaternion-Kähler symmetric spaces of compact type. For complex integrable polar actions on Hermitian symmetric spaces of compact type we prove a reduction theorem and several corollaries concerning the geometry of these actions. The results are independent of the classificatio…

2006-12-18abs ↗pdf ↗

We relate the Lipschitz-Killing measures of a definable set XRnX \subset \mathbb{R}^n in an o-minimal structure to the volumes of generic polar images. For smooth submanifolds of Rn\mathbb{R}^n, such results were established by Langevin and Shifrin.Then we give infinitesimal versions of these results. As a corollary, we…

2015-12-09abs ↗pdf ↗