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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.

168,742 papers · 148 categories

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8162432 · Jun 202019922001200920172026
48 results for Twice penalized P-Spline

Deep P-Spline automates DNN structure selection for complex regression problems.

problem Challenges in selecting optimal network structures for DNNs.
method Linking neuron selection to knot placement in basis expansion techniques, introducing a difference penalty for automated knot selection.
result Deep P-Spline extends model class and forms a latent variable modeling framework with theoretical guarantees.

Adaptive algorithm improves nonlinear data assimilation for non-Gaussian systems.

problem Challenges of non-Gaussian statistics in data assimilation.
method Triangular measure transport with P-spline basis functions and an information criterion.
result Automatic selection of parsimonious parametrization for efficient adaptation.

We investigate the elastic behavior of knotted loops of springy wire. To this end we minimize the classic bending energy Ebend=κ2E_{\text{bend}}=\intκ^2 together with a small multiple of ropelength R=length/thickness\mathcal R=\text{length}/\text{thickness} in order to penalize selfintersection. Our main objective is to characterize elastic…

2015-10-21abs ↗pdf ↗

Hedonic models predict 84-92% of U.S. real estate prices, highlighting environmental factors' impact.

problem Predicting real estate prices using hedonic models with environmental factors.
method P-spline generalized additive models for real estate prices, contrasting with linear and polynomial models.
result GAM models explain 84-92% of U.S. real estate price variance, with environmental factors contributing minimally.

Study classifies metrics on a twice-punctured sphere, proving Delaunay metrics are complete.

problem Classifying metrics on a twice-punctured sphere.
method Analyzes Delaunay metrics and proves a sharp conformal factor bound.
result Proves that most conformal flat metrics on a twice-punctured sphere are Delaunay metrics.

Small sub-Riemannian balls have diameter close to twice their radius.

problem Understanding the diameter of small sub-Riemannian balls.
method Analyzing C1,1C^{1,1} and C0C^0 sub-Riemannian manifolds.
result The diameter of small sub-Riemannian balls equals twice the radius in C1,1C^{1,1} manifolds, and is close to twice the radius in C0C^0 manifolds.

Model uses GAMs to forecast hourly electricity load weeks to one year ahead.

problem Accurate mid-term hourly load forecasting for power plant operation and energy management.
method Generalized Additive Models (GAMs) with P-splines and autoregressive post-processing.
result Significantly enhanced forecasting accuracy compared to state-of-the-art methods.

Study shows how certain knots and tori are detected by ideal points in character varieties.

problem Detecting essential twice-punctured tori in character varieties.
method Extending Tillmann's limiting character method to new families of knots and tori.
result Explicit determination of limiting characters at ideal points for specific knots and tori.

New proof of SL(n) skein algebra for twice punctured sphere, showing it's a polynomial algebra.

problem Proving the structure of SL(n) skein algebra for a specific surface.
method Constructing a linear basis of explicit SL(n) webs, proving spanning and linear independence.
result SL(n) skein algebra of twice punctured sphere is a commutative polynomial algebra in n-1 generators.

We show for an alternating knot the minimal boundary slope of an essential spanning surface is given by the signature plus twice the minimum degree of the Jones polynomial and the maximal boundary slope of an essential spanning surface is given by the signature plus twice the maximum degree of the Jones polynomial. For…

2009-10-26abs ↗pdf ↗

Let p be a puncture of a punctured sphere, and let Q be the set of all other punctures. We prove that the maximal cardinality of a set of arcs pairwise intersecting at most once, which start at p and end in Q, is |X|(|X| + 1). We deduce that the maximal cardinality of a set of arcs with arbitrary endpoints pairwise int…

2017-07-25abs ↗pdf ↗

Study shows constraints on slopes for knot manifolds with specific tori.

problem Constraints on slopes for knot manifolds containing essential twice-punctured tori.
method Analyzes four cases of essential twice-punctured tori in hyperbolic knot manifolds and determines slopes distances.
result Distance between slopes is ≤ 5 unless the knot is figure eight, with bounds realized on infinitely many manifolds.

Suppose M is a compact orientable irreducible 3-manifold with Heegaard splitting surfaces P and Q. Then either Q is isotopic to a possibly stabilized copy of P or the Hempel distance of the splitting P is no greater than twice the genus of Q. More generally, if P and Q are bicompressible but weakly incompressible conne…

2005-01-10abs ↗pdf ↗

Pareto's 80/20 rule follows a Gaussian distribution with twice the mean standard deviation.

problem Understanding variations in the 80/20 rule across different contexts.
method Identifying the statistical distribution of the 80/20 rule and its variations.
result The 80/20 rule follows a Gaussian distribution with a standard deviation twice the mean.

The total diameter of a closed planar curve CR2C\subset R^2 is the integral of its antipodal chord lengths. We show that this quantity is bounded below by twice the area of CC. Furthermore, when CC is convex or centrally symmetric, the lower bound is twice as large. Both inequalities are sharp and the equality holds i…

2013-12-04abs ↗pdf ↗

Model learns brevity by exposing to easy problems, improving efficiency without explicit length penalties.

problem Excessive verbosity in step-by-step reasoning models trained with RLVR.
method Retaining and up-weighting moderately easy problems as implicit length regularizers.
result Model generates solutions that are, on average, nearly twice as short without explicit length penalties.

TensorSketch is an oblivious linear sketch introduced in Pagh'13 and later used in Pham, Pagh'13 in the context of SVMs for polynomial kernels. It was shown in Avron, Nguyen, Woodruff'14 that TensorSketch provides a subspace embedding, and therefore can be used for canonical correlation analysis, low rank approximation…

2017-12-27abs ↗pdf ↗

Thompson Sampling is at most twice as bad as any other policy in Bayesian bandit models.

problem Optimizing selection of the best arm in Bayesian bandit models with independent latent processes.
method Thompson Sampling approach applied to models with independent latent arm processes.
result Thompson Sampling makes at most twice the expected number of mistakes compared to any other policy.

We develop an algebraic representation for (1,1)-knots using the mapping class group of the twice punctured torus MCG(T,2). We prove that every (1,1)-knot in a lens space L(p,q) can be represented by the composition of an element of a certain rank two free subgroup of MCG(T,2) with a standard element only depending on …

2002-05-13abs ↗pdf ↗

Sparse-penalized deep neural networks improve performance in weakly dependent processes.

problem Nonparametric regression and classification under weak dependence.
method Sparse-penalized deep neural networks with oracle inequalities and convergence rates established.
result The proposed estimators outperform non-penalized ones in simulations.

Develops a method to predict stock returns with time-varying risk premia.

problem Predicting stock returns with time-varying risk premia while maintaining no-arbitrage restrictions.
method Penalized two-pass regression with time-varying factor loadings, incorporating penalization in the first pass and grouping in the second pass.
result The proposed method reduces prediction errors compared to other approaches.

Paper develops a new method for optimal stopping in American options.

problem Optimal stopping in American options with singular generators.
method Entropy-regularized penalization scheme for reflected BSDEs with singular generators.
result Limit of the penalization scheme solves a reflected BSDE with a logarithmically singular generator.

In high-dimensional data analysis, penalized likelihood estimators are shown to provide superior results in both variable selection and parameter estimation. A new algorithm, APPLE, is proposed for calculating the Approximate Path for Penalized Likelihood Estimators. Both the convex penalty (such as LASSO) and the nonc…

2012-11-02abs ↗pdf ↗

In the present paper we consider the problem of the existence of pre-semigeodesic coordinates on manifolds with affine connection. We proved that pre-semigeodesic coordinates exist in the case when the components of the affine connection are twice differentiable functions.

2015-12-01abs ↗pdf ↗

The paper classifies and analyzes the stability of elastic curves with fixed endpoints.

problem Classification and stability of pinned elasticae.
method Critical points of the length-penalized elastic bending energy among planar curves with fixed endpoints.
result Explicit parametrization and classification of all critical points with a threshold parameter \(\hatλ \simeq 0.70107\).