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In this paper, we first study convergence rates in the law of large numbers for independent and identically distributed random variables. We obtain a strong $L^p$-convergence version and a strongly almost sure convergence version of the law…

概率论 · 数学 2018-06-18 Ze-Chun Hu , Wei Sun

Rounding linear programs using techniques from discrepancy is a recent approach that has been very successful in certain settings. However this method also has some limitations when compared to approaches such as randomized and iterative…

数据结构与算法 · 计算机科学 2016-12-05 Nikhil Bansal , Viswanath Nagarajan

We apply methods from randomized numerical linear algebra (RandNLA) to develop improved algorithms for the analysis of large-scale time series data. We first develop a new fast algorithm to estimate the leverage scores of an autoregressive…

统计方法学 · 统计学 2021-11-02 Ali Eshragh , Fred Roosta , Asef Nazari , Michael W. Mahoney

We survey several methods of generating large random lambda-terms, focusing on their closed and simply-typed variants. We discuss methods of exact- and approximate-size generation, as well as methods of achieving size-uniform and…

组合数学 · 数学 2020-05-20 Maciej Bendkowski

We introduce a novel data generation method for contradiction detection, which leverages the generative power of large language models as well as linguistic rules. Our vision is to provide a condensed corpus of prototypical contradictions,…

计算与语言 · 计算机科学 2023-10-24 Maren Pielka , Svetlana Schmidt , Rafet Sifa

This paper considers generalized linear models using rule-based features, also referred to as rule ensembles, for regression and probabilistic classification. Rules facilitate model interpretation while also capturing nonlinear dependences…

机器学习 · 计算机科学 2019-06-06 Dennis Wei , Sanjeeb Dash , Tian Gao , Oktay Günlük

We give an account of matter and (basically) a solution of a new class of problems synthesizing percolation theory and branching diffusion processes. They led us to realizing a novel type of stochastic processes, namely branching processes…

凝聚态物理 · 物理学 2011-12-08 A. Mezhlumian , S. A. Molchanov

This paper proposes a new recursive technique using d-sequences to generate random numbers.

密码学与安全 · 计算机科学 2007-06-13 Abhishek Parakh

A general method to obtain strong laws of large numbers is studied. The method is based on abstract H\'ajek-R\'enyi type maximal inequalities. The rate of convergence in the law of large numbers is also considered. Some applications for…

概率论 · 数学 2014-06-12 István Fazekas

Graph generation addresses the problem of generating new graphs that have a data distribution similar to real-world graphs. While previous diffusion-based graph generation methods have shown promising results, they often struggle to scale…

We describe a system that builds a high dynamic-range and wide-angle image of the night sky by combining a large set of input images. The method makes use of pixel-rank information in the individual input images to improve a "consensus"…

计算机视觉与模式识别 · 计算机科学 2014-06-09 Dustin Lang , David W. Hogg , Bernhard Scholkopf

We present a random number generation scheme that uses broadband measurements of the vacuum field contained in the radio-frequency sidebands of a single-mode laser. Even though the measurements may contain technical noise, we show that…

量子物理 · 物理学 2011-07-25 T. Symul , S. M. Assad , P. K. Lam

Simulating sample correlation matrices is important in many areas of statistics. Approaches such as generating Gaussian data and finding their sample correlation matrix or generating random uniform $[-1,1]$ deviates as pairwise correlations…

统计理论 · 数学 2013-12-09 Johanna Hardin , Stephan Ramon Garcia , David Golan

The task of manipulating correlated random variables in a distributed setting has received attention in the fields of both Information Theory and Computer Science. Often shared correlations can be converted, using a little amount of…

信息论 · 计算机科学 2019-10-03 Madhu Sudan , Himanshu Tyagi , Shun Watanabe

This paper introduces a novel method for image colorization that utilizes a color transformer and generative adversarial networks (GANs) to address the challenge of generating visually appealing colorized images. Conventional approaches…

计算机视觉与模式识别 · 计算机科学 2024-10-08 Hamza Shafiq , Bumshik Lee

We present DiffCollage, a compositional diffusion model that can generate large content by leveraging diffusion models trained on generating pieces of the large content. Our approach is based on a factor graph representation where each…

计算机视觉与模式识别 · 计算机科学 2023-03-31 Qinsheng Zhang , Jiaming Song , Xun Huang , Yongxin Chen , Ming-Yu Liu

Diffusion methods have been proven to be very effective to generate images while conditioning on a text prompt. However, and although the quality of the generated images is unprecedented, these methods seem to struggle when trying to…

计算机视觉与模式识别 · 计算机科学 2023-02-07 Álvaro Barbero Jiménez

The nonlinear dynamics of transverse and polarization modes of a broad-area vertical-cavity surface-emitting laser (BA-VCSEL) exhibit, without any external perturbation, chaos with high correlation dimension, large bandwidth (BW), and good…

光学 · 物理学 2026-04-08 Yohann G. Sanvert , Jules Mercadier , Stefan Bittner , Marc Sciamanna

We propose a computational method to obtain series expansions in powers of time for general dynamical systems described by a set of hierarchical rate equations. The method is generally applicable to problems in both equilibrium and…

凝聚态物理 · 物理学 2009-10-28 Chee Kwan Gan , Jian-Sheng Wang

An important topic of interest in imaging is the construction of protocols that are not diffraction limited. This can be achieved in a variety of ways, including classical superresolution techniques or quantum entanglement-based protocols.…

量子物理 · 物理学 2015-10-28 Mark E. Pearce , Thomas Mehringer , J. von Zanthier , Pieter Kok