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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.

169,291 papers · 148 categories

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48 results for short-time analysis

Meta-learning for Koopman spectral analysis with short time-series data.

problem Lack of long time-series for training embedding functions in Koopman spectral analysis.
method Meta-learning approach using bidirectional LSTM and neural network to estimate embedding functions from short time-series.
result The proposed method achieves better performance in eigenvalue estimation and future prediction compared to existing methods.

Study on heat content for domains with fractal boundaries.

problem Analyzing short-time asymptotics of heat content for domains with fractal boundaries.
method Developing mathematical analysis on de Gennes' hypothesis and exploring fractal curvatures.
result Fractal curvatures and their scaling exponents may emerge in the short-time heat content asymptotics of domains with fractal boundaries.

Study uses neural networks to detect nonlinear dynamics in short time series.

problem Challenges in testing dynamical nonlinearities in short time series.
method Recurrent neural network classification framework using raw time series data.
result Classifier accuracy is higher than 50% for chaotic processes, around 50% for nonlinearly correlated noise.

Study proves smooth solutions for fractional mean curvature flow within short time.

problem Short-time existence of smooth solutions for fractional mean curvature flow.
method Established using short-time existence theorem for bounded, C^{1,1}-regular initial sets.
result Smooth solutions exist for both fractional mean curvature flow and volume preserving flow.

The paper proves short-time existence and uniqueness of Ricci flow on Finsler manifolds.

problem Existence and uniqueness of Ricci flow solutions on Finsler manifolds.
method Investigation of short-time existence and uniqueness of Ricci flow solutions on Finsler manifolds.
result Theorems demonstrating the short-time existence of the flow solution for n-dimensional Finsler manifolds and the uniqueness of the solution for isotropic Finsler manifolds.

Recently, we have studied evolution of a family of Finsler metrics along Finsler Ricci flow and proved its convergence in short time. Here, existence of solutions to the so called Hamilton Ricci flow on Finsler spaces is studied and a short time solution is found. To this end the Finslerian Ricci-DeTurck flow on Finsle…

2015-08-12abs ↗pdf ↗

STFNets learn signals from time-frequency perspective, outperforming traditional models.

problem Learning signals from IoT data with better features in the frequency domain.
method Integrates Short-Time Fourier Transform into neural networks for direct frequency domain feature learning.
result Significantly outperforms state-of-the-art models in various experiments.

Study short-time existence of conformal Ricci flow on hyperbolic manifolds.

problem Short-time existence of conformal Ricci flow on asymptotically hyperbolic manifolds.
method Proved local Shi's type curvature derivative estimate for conformal Ricci flow.
result Short-time existence of conformal Ricci flow on asymptotically hyperbolic manifolds.

The paper proves short-time existence of αα-Dirac-harmonic map flow and applications.

problem Existence of αα-Dirac-harmonic maps from closed surfaces.
method Heat flow for αα-Dirac-harmonic maps, blow-up analysis, density of maps with minimal kernel.
result Existence of nontrivial αα-Dirac-harmonic maps (α1α\geq1) from closed surfaces.

New method recovers causal networks from short time-series data.

problem Inferring causal relationships from short time-series data in complex systems.
method Large-scale Nonlinear Granger Causality (lsNGC) approach.
result Captures meaningful interactions from limited observational data.

Based on the new type of random walk process called the Potentials of Unbalanced Complex Kinetics (PUCK) model, we theoretically show that the price diffusion in large scales is amplified 2/(2 + b) times, where b is the coefficient of quadratic term of the potential. In short time scales the price diffusion depends on …

2006-08-10abs ↗pdf ↗

The paper examines the short-time implied volatility of additive processes and finds key parameters.

problem Characterizing the short-time implied volatility of equity markets.
method Examined pure jump exponential additive processes with power-law scaling parameters.
result The implied volatility is consistent with equity market characteristics if and only if β=1 and δ=-1/2.

We establish short-time existence and regularity for higher-order flows generated by a class of polynomial natural tensors that, after an adjustment by the Lie derivative of the metric with respect to a suitable vector field, have strongly parabolic linearizations. We apply this theorem to flows by powers of the Laplac…

2010-10-20abs ↗pdf ↗

Weak form of the Efficiency Market Hypothesis (EMH) excludes predictions of future market movements from historical data and makes the technical analysis (TA) out of law. However the technical analysis is widely used by traders and speculators who steadely refuse to consider the market as a "fair game" and survive with…

1999-02-03abs ↗pdf ↗

Proposes AWS method for precise speech enhancement using DNN.

problem T-F resolution problem in fixed-resolution short-time frequency transforms.
method Incorporates trainable adaptive window switching into speech enhancement procedure.
result Achieved higher signal-to-distortion ratio than conventional methods.

We study the short-time asymptotics of conditional expectations of smooth and non-smooth functions of a (discontinuous) Ito semimartingale; we compute the leading term in the asymptotics in terms of the local characteristics of the semimartingale. We derive in particular the asymptotic behavior of call options with sho…

2012-02-06abs ↗pdf ↗

Study on short-term behavior of ATM-IV for jump-diffusion model.

problem Analyzing the short-time behavior of ATM-IV for a specific stochastic volatility model.
method Used Malliavin Calculus techniques to derive expressions for ATM-IV level and skew.
result Short-time behavior of ATM-IV level is consistent for all pure-jump Lévy processes.

A new concept, called balanced estimator of diffusion entropy, is proposed to detect scalings in short time series. The effectiveness of the method is verified by means of a large number of artificial fractional Brownian motions. It is used also to detect scaling properties and structural breaks in stock price series o…

2012-11-13abs ↗pdf ↗

The paper proves short-time existence for curves diffusing with a contact angle.

problem Short-time existence for curves driven by curve diffusion flow with a contact angle.
method Represented the evolving curve as a height function over a reference curve, proving local well-posedness of the resulting quasilinear, parabolic, fourth-order PDE using contraction mapping principle.
result Short-time existence for curves diffusing with a contact angle is proven.

Study on combinatorial Yamabe flow on hyperbolic surfaces, proving existence and uniqueness.

problem Existence and uniqueness of solutions to combinatorial Yamabe flow on hyperbolic surfaces.
method Introduced combinatorial Yamabe flow and extended flow with generalized curvature to address potential degeneration of triangles.
result Established existence and uniqueness of solutions to the extended flow under certain conditions.

Study short-time existence of Ricci-DeTurck flow from rough metrics with Morrey-type integrability.

problem Short-time existence of Ricci-DeTurck flow from rough metrics with specific integrability condition.
method Rough existence theory, preservation and improvement of scalar curvature bounds.
result Preservation and improvement of distributional scalar curvature lower bounds under certain conditions.

We modify the Laplacian coflow of co-closed G2-structures - ddtψ=Δψ\frac{d}{dt}ψ=Δψ where ψψ is the closed dual 4-form of a G2G_{2}-structure φ\varphi . The modified flow is now parabolic in the direction of closed forms upto diffeomorphisms. We then prove short time existence and uniqueness of solutions to the modified f…

2012-09-19abs ↗pdf ↗

Let XX be a compact Kähler manifold. We prove that the Kähler-Ricci flow starting from arbitrary closed positive (1,1)(1,1)-currents is smooth outside some analytic subset. This regularity result is optimal meaning that the flow has positive Lelong numbers for short time if the initial current does. We also prove that th…

2014-11-28abs ↗pdf ↗

Network analysis improves stock return forecasting.

problem Improving stock return forecasting using network properties.
method Network analysis of stock return correlations, using individual and global properties of stocks.
result 50% improvement in R2 score for long-term stock returns forecasting, 3% for short-term.

We consider a short time existence problem motivated by a conjecture of Joyce. Specifically we prove that given any compact Lagrangian LCnL\subset \mathbb{C}^n with a finite number of singularities, each asymptotic to a pair of non-area-minimising, transversally intersecting Lagrangian planes, there is a smooth Lagrangi…

2015-01-30abs ↗pdf ↗

Proposes a differentiable STFT for more efficient optimization of hop length.

problem Efficient optimization of hop length in STFT for better temporal control.
method Introduces a differentiable version of STFT with continuous hop length.
result Improves optimization methods like gradient descent for STFT.