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Consider a subset of positive integers $S$. In this paper, we reduce the upper bound on the length of a minimum program that enumerates $S$ in terms of the probability of $S$ being enumerated by a random program. So far, the best-known…

计算复杂性 · 计算机科学 2023-12-18 Alexander Shekhovtsov , Georgii Zakharov

An adaptive regularization algorithm using high-order models is proposed for partially separable convexly constrained nonlinear optimization problems whose objective function contains non-Lipschitzian $\ell_q$-norm regularization terms for…

最优化与控制 · 数学 2021-05-31 Xiaojun Chen , Philippe Toint , Hong Wang

We derive an upper bound on the local Rademacher complexity of $\ell_p$-norm multiple kernel learning, which yields a tighter excess risk bound than global approaches. Previous local approaches aimed at analyzed the case $p=1$ only while…

机器学习 · 统计学 2011-03-07 Marius Kloft , Gilles Blanchard

In a previous paper, an implementable algorithm was introduced to compute discrete solutions of sweeping processes (i.e. specific first order differential inclusions). The convergence of this numerical scheme was proved thanks to…

数值分析 · 数学 2014-03-31 Frederic Bernicot , Juliette Venel

It is well-known that the lower bound of iteration complexity for solving nonconvex unconstrained optimization problems is $\Omega(1/\epsilon^2)$, which can be achieved by standard gradient descent algorithm when the objective function is…

最优化与控制 · 数学 2022-11-02 Jiawei Zhang , Wenqiang Pu , Zhi-Quan Luo

The random intersection graph model $\mathcal G(n,m,p)$ is considered. Due to substantial edge dependencies, studying even fundamental statistics such as the subgraph count is significantly more challenging than in the classical binomial…

组合数学 · 数学 2025-04-01 Katarzyna Rybarczyk , Grzegorz Serafin

Smoothed analysis is a framework for analyzing the complexity of an algorithm, acting as a bridge between average and worst-case behaviour. For example, Quicksort and the Simplex algorithm are widely used in practical applications, despite…

机器学习 · 计算机科学 2015-03-29 Bichen Shi , Michel Schellekens , Georgiana Ifrim

The analyses of many algorithms and data structures (such as digital search trees) for searching and sorting are based on the representation of the keys involved as bit strings and so count the number of bit comparisons. On the other hand,…

概率论 · 数学 2012-02-14 James Allen Fill , Svante Janson

We find large lower bounds for a certain family of algorithms, and prove that such bounds are limited only by natural computability arguments.

数据结构与算法 · 计算机科学 2014-06-05 Miguel A. Lerma

We introduce a new notion of information complexity for multi-pass streaming problems and use it to resolve several important questions in data streams. In the coin problem, one sees a stream of $n$ i.i.d. uniform bits and one would like to…

计算复杂性 · 计算机科学 2024-04-01 Mark Braverman , Sumegha Garg , Qian Li , Shuo Wang , David P. Woodruff , Jiapeng Zhang

Let $t$ be a permutation (that shall play the role of the {\em text}) on $[n]$ and a pattern $p$ be a sequence of $m$ distinct integer(s) of $[n]$, $m\leq n$. The pattern $p$ occurs in $t$ in position $i$ if and only if $p_1... p_m$ is…

数据结构与算法 · 计算机科学 2013-04-29 Djamal Belazzougui , Adeline Pierrot , Mathieu Raffinot , Stéphane Vialette

We present an information-theoretic approach to lower bound the oracle complexity of nonsmooth black box convex optimization, unifying previous lower bounding techniques by identifying a combinatorial problem, namely string guessing, as a…

最优化与控制 · 数学 2023-07-10 Gábor Braun , Cristóbal Guzmán , Sebastian Pokutta

The complexity of the Quicksort algorithm is usually measured by the number of key comparisons used during its execution. When operating on a list of $n$ data, permuted uniformly at random, the appropriately normalized complexity $Y_n$ is…

概率论 · 数学 2013-01-25 Ralph Neininger

We describe a general purpose algorithm for counting simple cycles and simple paths of any length $\ell$ on a (weighted di)graph on $N$ vertices and $M$ edges, achieving a time complexity of $O\left(N+M+\big(\ell^\omega+\ell\Delta\big)…

数据结构与算法 · 计算机科学 2019-09-12 Pierre-Louis Giscard , Nils Kriege , Richard C. Wilson

Given a reduced abelian $p$-group, we give an upper bound on the Scott complexity of the group in terms of its Ulm invariants. For limit ordinals, we show that this upper bound is tight. This gives an explicit sequence of such groups with…

逻辑 · 数学 2024-07-10 Rachael Alvir , Barbara F. Csima , Luke MacLean

We present a new analysis for QuickHeapsort splitting it into the analysis of the partition-phases and the analysis of the heap-phases. This enables us to consider samples of non-constant size for the pivot selection and leads to better…

数据结构与算法 · 计算机科学 2013-07-12 Volker Diekert , Armin Weiss

Evaluation complexity for convexly constrained optimization is considered and it is shown first that the complexity bound of $O(\epsilon^{-3/2})$ proved by Cartis, Gould and Toint (IMAJNA 32(4) 2012, pp.1662-1695) for computing an…

最优化与控制 · 数学 2017-09-22 Coralia Cartis , Nick Gould , Philippe L Toint

We initiate a study of algorithms with a focus on the computational complexity of individual elements, and introduce the fragile complexity of comparison-based algorithms as the maximal number of comparisons any individual element takes…

数据结构与算法 · 计算机科学 2019-09-04 Peyman Afshani , Rolf Fagerberg , David Hammer , Riko Jacob , Irina Kostitsyna , Ulrich Meyer , Manuel Penschuck , Nodari Sitchinava

We consider a simplicial complex generaliztion of a result of Billera and Meyers that every nonshellable poset contains the smallest nonshellable poset as an induced subposet. We prove that every nonshellable $2$-dimensional simplicial…

组合数学 · 数学 2008-02-03 Michelle L. Wachs

We study the complexity of quantum query algorithms that make p queries in parallel in each timestep. This model is in part motivated by the fact that decoherence times of qubits are typically small, so it makes sense to parallelize quantum…

量子物理 · 物理学 2015-02-24 Stacey Jeffery , Frederic Magniez , Ronald de Wolf