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Time series often appear in an additive hierarchical structure. In such cases, time series on higher levels are the sums of their subordinate time series. This hierarchical structure places a natural constraint on forecasts. However,…

统计方法学 · 统计学 2025-03-20 Louis Steinmeister , Markus Pauly

Recent years have seen exciting developments in join algorithms. In 2008, Atserias, Grohe and Marx (henceforth AGM) proved a tight bound on the maximum result size of a full conjunctive query, given constraints on the input relation sizes.…

数据库 · 计算机科学 2013-12-23 Todd L. Veldhuizen

Knowledge bases often consist of facts which are harvested from a variety of sources, many of which are noisy and some of which conflict, resulting in a level of uncertainty for each triple. Knowledge bases are also often incomplete,…

人工智能 · 计算机科学 2021-04-13 Xuelu Chen , Michael Boratko , Muhao Chen , Shib Sankar Dasgupta , Xiang Lorraine Li , Andrew McCallum

We study first-order optimization algorithms under the constraint that the descent direction is quantized using a pre-specified budget of $R$-bits per dimension, where $R \in (0 ,\infty)$. We propose computationally efficient optimization…

机器学习 · 计算机科学 2022-08-17 Rajarshi Saha , Mert Pilanci , Andrea J. Goldsmith

It is challenging to transform an arbitrary quantum circuit into a form protected by surface code quantum error correcting codes (a variant of topological quantum error correction), especially if the goal is to minimise overhead. One of the…

量子物理 · 物理学 2017-11-07 Alexandru Paler , Austin G. Fowler , Robert Wille

Friedrichs et al. (TC 2018) showed that metastability can be contained when sorting inputs arising from time-to-digital converters, i.e., measurement values can be correctly sorted without resolving metastability using synchronizers first.…

分布式、并行与集群计算 · 计算机科学 2019-11-04 Johannes Bund , Christoph Lenzen , Moti Medina

We pursue a study of the Generalized Demand Matching problem, a common generalization of the $b$-Matching and Knapsack problems. Here, we are given a graph with vertex capacities, edge profits, and asymmetric demands on the edges. The goal…

数据结构与算法 · 计算机科学 2017-05-31 Sara Ahmadian , Zachary Friggstad

We propose a novel dimensionality reduction method for maximum inner product search (MIPS), named CEOs, based on the theory of concomitants of extreme order statistics. Utilizing the asymptotic behavior of these concomitants, we show that a…

数据结构与算法 · 计算机科学 2021-08-19 Ninh Pham

A wide variety of problems in machine learning, including exemplar clustering, document summarization, and sensor placement, can be cast as constrained submodular maximization problems. A lot of recent effort has been devoted to developing…

数据结构与算法 · 计算机科学 2016-08-15 Rafael da Ponte Barbosa , Alina Ene , Huy L. Nguyen , Justin Ward

Recently, there has been substantial interest in clustering research that takes a beyond worst-case approach to the analysis of algorithms. The typical idea is to design a clustering algorithm that outputs a near-optimal solution, provided…

数据结构与算法 · 计算机科学 2018-12-31 Maria-Florina Balcan , Colin White

Two questions regarding practitioners' use of patent embeddings arise: (i) Does one fine-tuning recipe suffice for all downstream applications? (ii) Is fine-tuning on one patent landscape sufficient for downstream application on other…

信息检索 · 计算机科学 2026-05-27 Amirhossein Yousefiramandi , Ciaran Cooney

A tree-packing is a collection of spanning trees of a graph. It has been a useful tool for computing the minimum cut in static, dynamic, and distributed settings. In particular, [Thorup, Comb. 2007] used them to obtain his dynamic min-cut…

数据结构与算法 · 计算机科学 2024-12-05 Tijn de Vos , Aleksander B. G. Christiansen

Clustering algorithms are of fundamental importance when dealing with large unstructured datasets and discovering new patterns and correlations therein, with applications ranging from scientific research to medical imaging and marketing…

量子物理 · 物理学 2023-02-10 Duarte Magano , Lorenzo Buffoni , Yasser Omar

We propose the first fast and certifiable algorithm for the registration of two sets of 3D points in the presence of large amounts of outlier correspondences. We first reformulate the registration problem using a Truncated Least Squares…

机器人学 · 计算机科学 2020-10-20 Heng Yang , Jingnan Shi , Luca Carlone

For a graph G=(V,E), finding a set of disjoint edges that do not share any vertices is called a matching problem, and finding the maximum matching is a fundamental problem in the theory of distributed graph algorithms. Although local…

分布式、并行与集群计算 · 计算机科学 2022-03-14 Naoki Kitamura , Taisuke Izumi

We present a new framework for designing worst-case to average-case reductions. For a large class of problems, it provides an explicit transformation of algorithms running in time $T$ that are only correct on a small (subconstant) fraction…

数据结构与算法 · 计算机科学 2022-02-21 Vahid R. Asadi , Alexander Golovnev , Tom Gur , Igor Shinkar

In this paper, we give a faster width-dependent algorithm for mixed packing-covering LPs. Mixed packing-covering LPs are fundamental to combinatorial optimization in computer science and operations research. Our algorithm finds a $1+\eps$…

最优化与控制 · 数学 2019-10-15 Digvijay Boob , Saurabh Sawlani , Di Wang

A common theme in factorised databases and knowledge compilation is the representation of solution sets in a useful yet succinct data structure. In this paper, we study the representation of the result of join queries (or, equivalently, the…

数据库 · 计算机科学 2025-09-25 Christoph Berkholz , Harry Vinall-Smeeth

This paper focuses on showing time-message trade-offs in distributed algorithms for fundamental problems such as leader election, broadcast, spanning tree (ST), minimum spanning tree (MST), minimum cut, and many graph verification problems.…

数据结构与算法 · 计算机科学 2018-10-09 Robert Gmyr , Gopal Pandurangan

Matroids are a fundamental object of study in combinatorial optimization. Three closely related and important problems involving matroids are maximizing the size of the union of $k$ independent sets (that is, $k$-fold matroid union),…

数据结构与算法 · 计算机科学 2023-03-03 Kent Quanrud