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In large-scale modern data analysis, first-order optimization methods are usually favored to obtain sparse estimators in high dimensions. This paper performs theoretical analysis of a class of iterative thresholding based estimators defined…

统计理论 · 数学 2016-10-11 Yiyuan She

We devise an algorithm that approximately computes the number of paths of length $k$ in a given directed graph with $n$ vertices up to a multiplicative error of $1 \pm \varepsilon$. Our algorithm runs in time $\varepsilon^{-2} 4^k(n+m)…

数据结构与算法 · 计算机科学 2018-04-26 Cornelius Brand , Holger Dell , Thore Husfeldt

This work proposes a universal and adaptive second-order method for minimizing second-order smooth, convex functions. Our algorithm achieves $O(\sigma / \sqrt{T})$ convergence when the oracle feedback is stochastic with variance $\sigma^2$,…

最优化与控制 · 数学 2022-12-13 Kimon Antonakopoulos , Ali Kavis , Volkan Cevher

A fast and numerically stable algorithm is described for computing the discrete Hankel transform of order $0$ as well as evaluating Schl\"{o}milch and Fourier--Bessel expansions in $\mathcal{O}(N(\log N)^2/\log\!\log N)$ operations. The…

数值分析 · 数学 2015-05-21 Alex Townsend

Additive spanners are fundamental graph structures with wide applications in network design, graph sparsification, and distance approximation. In particular, a $4$-additive spanner is a subgraph that preserves all pairwise distances up to…

数据结构与算法 · 计算机科学 2025-10-21 Chuhan Qi

Traditional problems in computational geometry involve aspects that are both discrete and continuous. One such example is nearest-neighbor searching, where the input is discrete, but the result depends on distances, which vary continuously.…

计算几何 · 计算机科学 2023-08-21 Ahmed Abdelkader , David M. Mount

Several classical adaptive optimization algorithms, such as line search and trust region methods, have been recently extended to stochastic settings where function values, gradients, and Hessians in some cases, are estimated via stochastic…

最优化与控制 · 数学 2023-10-02 Billy Jin , Katya Scheinberg , Miaolan Xie

The problem of finding \emph{distance} between \emph{pattern} of length $m$ and \emph{text} of length $n$ is a typical way of generalizing pattern matching to incorporate dissimilarity score. For both Hamming and $L_1$ distances only a…

数据结构与算法 · 计算机科学 2018-05-04 Przemysław Uznański

In this work, we propose a method for minimizing non-convex functions with Lipschitz continuous $p$th-order derivatives, starting from $p \geq 1$. The method, however, only requires derivative information up to order $(p-1)$, since the…

最优化与控制 · 数学 2025-10-10 Nikita Doikov , Geovani Nunes Grapiglia

Algorithms for numerical tasks in finite precision simultaneously seek to minimize the number of floating point operations performed, and also the number of bits of precision required by each floating point operation. This paper presents an…

数值分析 · 数学 2024-08-20 Rikhav Shah

We find a two term asymptotic expansion for the optimal expected value of a sequentially selected monotone subsequence from a random permutation of length n. A striking feature of this expansion is that tells us that the expected value of…

概率论 · 数学 2015-09-16 Peichao Peng , J. Michael Steele

This paper presents a novel SAT-based approach for the computation of extensions in abstract argumentation, with focus on preferred semantics, and an empirical evaluation of its performances. The approach is based on the idea of reducing…

人工智能 · 计算机科学 2013-10-24 Federico Cerutti , Paul E. Dunne , Massimiliano Giacomin , Mauro Vallati

We provide an efficient reduction from the problem of querying approximate multiplicatively weighted farthest neighbors in a metric space to the unweighted problem. Combining our techniques with core-sets for approximate unweighted farthest…

计算几何 · 计算机科学 2009-09-29 John Augustine , David Eppstein , Kevin A. Wortman

We present an accelerated gradient method for non-convex optimization problems with Lipschitz continuous first and second derivatives. The method requires time $O(\epsilon^{-7/4} \log(1/ \epsilon) )$ to find an $\epsilon$-stationary point,…

最优化与控制 · 数学 2017-02-03 Yair Carmon , John C. Duchi , Oliver Hinder , Aaron Sidford

The accuracy of the Heller's derivative rule to calculate the numerical weights associated with discretized energy spectrum is enhanced by Broad's extension which adds (N-1) more interpolating points to the original N points. The extension…

数学物理 · 物理学 2017-10-03 Hashim A. Yamani , Abdulaziz D. Alhaidari

The Fr\'echet distance is a commonly used distance measure for curves. Computing the Fr\'echet distance between two polygonal curves of $n$ vertices takes roughly quadratic time, and conditional lower bounds suggest that approximating to…

计算几何 · 计算机科学 2025-05-09 Thijs van der Horst , Marc van Kreveld , Tim Ophelders , Bettina Speckmann

We study dynamic $(1-\epsilon)$-approximate rounding of fractional matchings -- a key ingredient in numerous breakthroughs in the dynamic graph algorithms literature. Our first contribution is a surprisingly simple deterministic rounding…

数据结构与算法 · 计算机科学 2024-02-26 Sayan Bhattacharya , Peter Kiss , Aaron Sidford , David Wajc

This paper focuses on the further development of the Lie bracket approximation approach for extremum seeking systems. Classical results in this area provide extremum seeking algorithms with exponential convergence rates for quadratic-like…

最优化与控制 · 数学 2025-10-28 Victoria Grushkovskaya , Sameh A. Eisa

An attempt has been made in this paper to modify Grover's Algorithm to find the binary string solutions approximating a target cost value. In that direction, new Controlled Oracle and the Local Diffusion Operator are suggested, apart from…

量子物理 · 物理学 2020-12-22 Sayantan Pramanik , M Girish Chandra , Shampa Sarkar , Manoj Nambiar

We consider a one-dimensional random walk $S_n$ having i.i.d. increments with zero mean and finite variance. We continue our study of asymptotic expansions for local probabilities $\mathbf P(S_n=x,\tau_0>n)$, which has been started in…

概率论 · 数学 2024-12-13 Denis Denisov , Alexander Tarasov , Vitali Wachtel