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Reachability analysis is at the core of many applications, from neural network verification, to safe trajectory planning of uncertain systems. However, this problem is notoriously challenging, and current approaches tend to be either too…

系统与控制 · 电气工程与系统科学 2020-11-10 Thomas Lew , Marco Pavone

We describe an approximate rational arithmetic with round-off errors (both absolute and relative) controlled by the user. The rounding procedure is based on the continued fraction expansion of real numbers. Results of computer experiments…

数值分析 · 数学 2025-10-20 Grigori Litvinov , Anatoli Rodionov , Andrei Chourkin

Computers and algorithms play an ever-increasing role in obtaining new results in graph theory. In this survey, we present a broad range of techniques used in computer-assisted graph theory, including the exhaustive generation of all…

组合数学 · 数学 2025-08-29 Jorik Jooken

Causal inference is a critical research topic across many domains, such as statistics, computer science, education, public policy and economics, for decades. Nowadays, estimating causal effect from observational data has become an appealing…

统计方法学 · 统计学 2020-02-10 Liuyi Yao , Zhixuan Chu , Sheng Li , Yaliang Li , Jing Gao , Aidong Zhang

The special case of closed subsets of C^n is briefly discussed.

代数拓扑 · 数学 2007-09-11 Stephen Semmes

A novel type of approximants is introduced, being based on the ideas of self-similar approximation theory. The method is illustrated by the examples possessing the structure typical of many problems in applied mathematics. Good numerical…

数学物理 · 物理学 2017-02-03 S. Gluzman , V. I. Yukalov

This document is both a synthesis of current notions about complex systems, and a practical approach description. A disambiguation is proposed and exposes possible reasons for controversies related to causation and emergence. Theoretical…

适应与自组织系统 · 物理学 2008-03-05 Nicolas Brodu

A new approach to Poisson approximation is proposed. The basic idea is very simple and based on properties of the Charlier polynomials and the Parseval identity. Such an approach quickly leads to new effective bounds for several Poisson…

概率论 · 数学 2010-07-29 Vytas Zacharovas , Hsien-Kuei Hwang

Many modern methods for prediction leverage nearest neighbor search to find past training examples most similar to a test example, an idea that dates back in text to at least the 11th century and has stood the test of time. This monograph…

机器学习 · 计算机科学 2025-02-25 George H. Chen , Devavrat Shah

Often we wish to predict a large number of variables that depend on each other as well as on other observed variables. Structured prediction methods are essentially a combination of classification and graphical modeling, combining the…

机器学习 · 统计学 2010-11-19 Charles Sutton , Andrew McCallum

We consider the problem of approximating a two-dimensional shape contour (or curve segment) using discrete assembly systems, which allow to build geometric structures based on limited sets of node and edge types subject to edge length and…

计算几何 · 计算机科学 2021-02-03 Andreas M. Tillmann , Leif Kobbelt

The challenging deployment of compute-intensive applications from domains such as Artificial Intelligence (AI) and Digital Signal Processing (DSP), forces the community of computing systems to explore new design approaches. Approximate…

We propose an approach to compute inner and outer-approximations of the sets of values satisfying constraints expressed as arbitrarily quantified formulas. Such formulas arise for instance when specifying important problems in control such…

系统与控制 · 电气工程与系统科学 2023-09-22 Eric Goubault , Sylvie Putot

Keyphrase prediction aims to generate phrases (keyphrases) that highly summarizes a given document. Recently, researchers have conducted in-depth studies on this task from various perspectives. In this paper, we comprehensively summarize…

计算与语言 · 计算机科学 2023-05-05 Binbin Xie , Jia Song , Liangying Shao , Suhang Wu , Xiangpeng Wei , Baosong Yang , Huan Lin , Jun Xie , Jinsong Su

This survey article discusses the main concepts and techniques of Stein's method for distributional approximation by the normal, Poisson, exponential, and geometric distributions, and also its relation to concentration inequalities. The…

概率论 · 数学 2011-09-12 Nathan Ross

This paper surveys some selected topics in the theory of conformal metrics and their connections to complex analysis, partial differential equations and conformal differential geometry.

复变函数 · 数学 2008-05-16 Daniela Kraus , Oliver Roth

Combining the techniques of approximation algorithms and parameterized complexity has long been considered a promising research area, but relatively few results are currently known. In this paper we study the parameterized approximability…

数据结构与算法 · 计算机科学 2014-02-18 Michael Lampis

A selection of the relevant theorems of Probability Theory that comes directly from Kolmogorov's axioms, Set Theory basic results, definitions and rules of inference are listed and proven in a systematic approach, aiming the student who…

综合数学 · 数学 2022-06-14 Diego J. Raposo

The Runge approximation theorem for holomorphic maps (U -> C) is a fundamental result in complex analysis. The aim of this article is to prove such a result for (pseudo-)holomorphic maps from a compact Riemann surface to a compact…

辛几何 · 数学 2021-01-05 Antoine Gournay

The focus of this article is on the detection and classification of patterns based on groupoids. The approach hinges on descriptive proximity of points in a set based on the neighborliness property. This approach lends support to image…

计算机视觉与模式识别 · 计算机科学 2016-03-08 Enoch A-iyeh , James F. Peters