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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.

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48 results for canonical rank

FRAPPE estimates tensor canonical rank without CPD computation.

problem Estimating the canonical rank of tensors efficiently.
method Generates synthetic data matching input tensor's size and sparsity, trains a regression model to estimate rank.
result 24 times faster than best baseline, 10% improvement in MAPE on synthetic dataset.

Constructs canonical frames for specific distributions, proving maximality and describing germs.

problem Local geometry of rank 2 distributions with specific cube dimensions.
method Uniform construction of canonical absolute parallelism, iterative Cartan deprolongation.
result Automatic maximality condition holds at generic points, covering all cases.

To certain types of generic distributions (subbundles in a tangent bundle) one can associate canonical Cartan connections. Many of these constructions fall into the class of parabolic geometries. The aim of this article is to show how strong restrictions on the possibles sizes of automorphism groups of such distributio…

2008-07-07abs ↗pdf ↗

New research confirms Kähler-Einstein metrics for all Fano threefolds of degree 22.

problem Identifying Fano threefolds of degree 22 with Kähler-Einstein metrics.
method Analyzing the structure and properties of Fano threefolds of Picard rank one with anti-canonical degree 22.
result All remaining Fano threefolds of degree 22 admit Kähler-Einstein metrics.

Study TMF-valued TQFT for closed 3-manifolds using torsion linking pairings.

problem Explicit description of TMF-module state space for closed 3-manifolds.
method Construct canonical invariants and tokenization from torsion linking pairings.
result Explicit model for TMF-module state space in terms of rank-one TMF-module.

We formulate and solve a tensor model using a latent-variable approach.

problem Parameter inference for Poisson canonical polyadic tensor models.
method Latent-variable formulation, Expectation-Maximization algorithms, Fisher information matrices.
result Derivation of Fisher information for PCP models, insights into model well-posedness.

We consider a problem of equivalence of generic pairs (X,V)(X,V) on a manifold MM, where VV is a distribution of rank mm and XX is a distribution of rank one. We construct a canonical bundle with a canonical frame. We prove that two pairs are equivalent if and only if the corresponding frames are diffeomorphic. As a p…

2007-12-10abs ↗pdf ↗

In 1910 E. Cartan constructed a canonical frame and found the most symmetric case for maximally nonholonomic rank 2 distributions in R5\mathbb R^5. We solve the analogous problem for germs of generic rank 2 distributions in Rn{\mathbb R}^n for n>5. We use a completely different approach based on the symplectification o…

2007-03-22abs ↗pdf ↗

Manifold matching works to identify embeddings of multiple disparate data spaces into the same low-dimensional space, where joint inference can be pursued. It is an enabling methodology for fusion and inference from multiple and massive disparate data sources. In this paper we focus on a method called Canonical Correla…

2012-09-17abs ↗pdf ↗

We show that canonical Carnot-Caratheodory spherical and horospherical metrics, which are defined on the boundary at infinity of every rank one symmetric space of non-compact type, are visual, i.e., they are bilipschitz equivalent with universal bilipschitz constants to the inverse exponent of Gromov products based in …

2009-06-04abs ↗pdf ↗

The paper defines a new connection on sub-Riemannian manifolds and explores conditions for almost quasi-Sasakian manifolds to be Einstein.

problem Exploring new connections and conditions for specific types of manifolds.
method Defining a skew-symmetric connection and studying its properties on sub-Riemannian manifolds, and examining conditions for almost quasi-Sasakian manifolds to be Einstein.
result Sufficient conditions are found for an almost quasi-Sasakian manifold to be an Einstein manifold.

D-GCCA improves multi-view data analysis by separating common and distinctive components.

problem Analyzing multi-view high-dimensional data with latent factors.
method Decomposes each view's data matrix into common and distinctive sources with orthogonality constraints.
result Consistent estimators with good performance and efficient computation.

For a generic anti-canonical hypersurface in each smooth toric Fano 4-fold with rank 2 Picard group, we prove there exist three isolated rational curves in it. Moreover, for all these 4-folds except one, the contractions of generic anti-canonical hypersurfaces along the three rational curves can be deformed to smooth t…

2010-12-01abs ↗pdf ↗

For massive and heterogeneous modern datasets, it is of fundamental interest to provide guarantees on the accuracy of estimation when computational resources are limited. In the application of learning to rank, we provide a hierarchy of rank-breaking mechanisms ordered by the complexity in thus generated sketch of the …

2016-08-22abs ↗pdf ↗

This work improves fair tensor decomposition using a kernel criterion.

problem Learning fair low-rank tensor decompositions with statistical parity.
method Regularizes Canonical Polyadic Decomposition with KHSIC to ensure approximate statistical parity.
result The proposed algorithm achieves better fairness and fit than state-of-the-art FATR.

Unified framework for non-Euclidean CPD under scalable stochastic mirror descent.

problem Handling non-Euclidean losses in tensor decomposition.
method Tensor fiber sampling strategy-based stochastic mirror descent.
result Global convergence to a stationary point under reasonable conditions.

We study proper holomorphic maps between bounded symmetric domains DD and ΩΩ. In particular, when DD and ΩΩ are of the same rank 2\ge 2 such that all irreducible factors of DD are of rank 2\ge 2, we prove that any proper holomorphic map from DD to ΩΩ is a totally geodesic holomorphic isometric embedding with r…

2019-04-09abs ↗pdf ↗

Study of presymplectic forms on almost abelian Lie algebras, determining moduli spaces and their finiteness.

problem Determining conditions for the existence of presymplectic forms on almost abelian Lie algebras.
method Analyzing the moduli space of presymplectic forms and using matrix congruence to find canonical representatives.
result The moduli space of presymplectic forms on almost abelian Lie algebras is finite and all forms are permutations of a canonical 2-form.

New method corrects Laplace/BIC errors in singular models, revealing effective dimension.

problem Laplace/BIC errors in singular models due to incorrect effective dimension assumption.
method RLCT (real log canonical threshold) to correct effective dimension in linear models.
result Correct evidence slope and effective dimension estimation in linear settings.

As was shown by Harer the second homology of Mg{\mathbb M}_g, the moduli space of compact Riemann surfaces of genus gg, is of rank 1, provided g3g \geq 3. This means a nontrivial second de Rham cohomology class on Mg{\mathbb M}_g is unique up to constant factor. But several canonical 2-forms on the moduli space have b…

2007-08-31abs ↗pdf ↗

Computes the decomposition of rank-three bundles over the projective line with three marked points.

problem Decomposing rank-three bundles over the projective line with three marked points.
method Using the monodromy derivative to compute the roots of the bundles.
result Computes the exact decomposition of rank-three bundles for m=3m = 3.

We provide a general criteria for the integrability of the almost para-quaternionic structure of an almost para-quaternionic manifold (M,P) of dimension bigger or equal to eight, in terms of the integrability of two or three sections of the defining rank three vector bundle P. We relate it with the integrability of the…

2008-08-07abs ↗pdf ↗

In this paper we study the problem of existence of orbifold Kaehler-Einstein metrics on del Pezzo surfaces of degree 1 with Du Val singular points. Moreover we compute global log canonical thresholds of del Pezzo surfaces of degree 1 with Du Val singularities and of del Pezzo surfaces of Picard rank 1 with Du Val singu…

2009-04-06abs ↗pdf ↗

Efficient tensor decomposition for count data models achieves near-optimal multiway analysis.

problem Efficient tensor decomposition for count data models.
method Rank-constrained maximum-likelihood estimator for tensor decomposition.
result Achieves multiway analysis with variance matching Cramér-Rao Lower Bound up to constants and logarithmic factors.

In the present paper we carry on a systematic study of 3-quasi-Sasakian manifolds. In particular we prove that the three Reeb vector fields generate an involutive distribution determining a canonical totally geodesic and Riemannian foliation. Locally, the leaves of this foliation turn out to be Lie groups: either the o…

2007-06-11abs ↗pdf ↗

In this paper we propose a tensor-based nonlinear model for high-order data classification. The advantages of the proposed scheme are that (i) it significantly reduces the number of weight parameters, and hence of required training samples, and (ii) it retains the spatial structure of the input samples. The proposed mo…

2018-02-15abs ↗pdf ↗

We show that every coarse moduli space, parametrizing complex special linear rank two local systems with fixed boundary traces on a surface with nonempty boundary, is log Calabi-Yau in that it has a normal projective compactification with trivial log canonical divisor. We connect this to a novel symmetry of generating …

2016-12-08abs ↗pdf ↗

This paper presents a Bayesian method for estimating the rank of a low-rank tensor model of joint PMF.

problem Estimating the rank of a low-rank tensor model of joint PMF from observed data.
method Bayesian framework for estimating low-rank components and rank simultaneously, using variational inference.
result Automatic rank detection and improved estimation accuracy compared to cross-validation methods.

The paper explores properties of Lie algebra g2 and related geometric structures.

problem Understanding the structure of Lie algebra g2 and its subalgebras.
method Analyzes properties of g2, constructs subalgebras, and proves canonical forms.
result An element of g2 cannot have rank 2, and if it has rank 4, its kernel is an associative subspace.

We present explicit constructions of complete Ricci-flat Kahler metrics that are asymptotic to cones over non-regular Sasaki-Einstein manifolds. The metrics are constructed from a complete Kahler-Einstein manifold (V,g_V) of positive Ricci curvature and admit a Hamiltonian two-form of order two. We obtain Ricci-flat Ka…

2007-07-11abs ↗pdf ↗