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Errors in quantum programs are challenging to track down due to the uncertainty of quantum programs. Testing is, therefore, an indispensable method for assuring the quality of quantum software. Existing testing methods focus only on testing…

软件工程 · 计算机科学 2023-02-28 Peixun Long , Jianjun Zhao

This paper describes implementation and computational results of a polynomial test of total unimodularity. The test is a simplified version of a prior method. The program also decides two related unimodularity properties. The software is…

组合数学 · 数学 2012-04-25 Matthias Walter , Klaus Truemper

Single-round multiway join algorithms first reshuffle data over many servers and then evaluate the query at hand in a parallel and communication-free way. A key question is whether a given distribution policy for the reshuffle is adequate…

数据库 · 计算机科学 2015-12-22 Gaetano Geck , Bas Ketsman , Frank Neven , Thomas Schwentick

In robust optimization, the uncertainty set is used to model all possible outcomes of uncertain parameters. In the classic setting, one assumes that this set is provided by the decision maker based on the data available to her. Only…

最优化与控制 · 数学 2019-01-23 Trivikram Dokka , Marc Goerigk , Rahul Roy

Type systems usually characterize the shape of values but not their free variables. However, many desirable safety properties could be guaranteed if one knew the free variables captured by values. We describe CCsubBox, a calculus where such…

Complex system design problems, such as those involved in aerospace engineering, require the use of numerically costly simulation codes in order to predict the performance of the system to be designed. In this context, these codes are often…

最优化与控制 · 数学 2024-02-14 Loic Brevault , Mathieu Balesdent

After initial release of a machine learning algorithm, the model can be fine-tuned by retraining on subsequently gathered data, adding newly discovered features, or more. Each modification introduces a risk of deteriorating performance and…

The offline time of the reduced basis method can be very long given a large training set of parameter samples. This usually happens when the system has more than two independent parameters. On the other hand, if the training set includes…

数值分析 · 数学 2023-04-04 Sridhar Chellappa , Lihong Feng , Peter Benner

While a broad range of techniques have been proposed to tackle distribution shift, the simple baseline of training on an $\textit{undersampled}$ balanced dataset often achieves close to state-of-the-art-accuracy across several popular…

机器学习 · 计算机科学 2023-06-21 Niladri S. Chatterji , Saminul Haque , Tatsunori Hashimoto

We provide a general framework to improve trade-offs between the number of full batch and sample queries used to solve structured optimization problems. Our results apply to a broad class of randomized optimization algorithms that…

数据结构与算法 · 计算机科学 2025-09-03 Yujia Jin , Ishani Karmarkar , Aaron Sidford , Jiayi Wang

When many (m) null hypotheses are tested with a single dataset, the control of the number of false rejections is often the principal consideration. Two popular controlling rates are the probability of making at least one false discovery…

统计方法学 · 统计学 2013-07-11 Djalel Eddine Meskaldji , Jean-Philippe Thiran , Stephan Morgenthaler

Cluster matching by permuting cluster labels is important in many clustering contexts such as cluster validation and cluster ensemble techniques. The classic approach is to minimize the euclidean distance between two cluster solutions which…

人工智能 · 计算机科学 2007-05-31 Jens Oehlschlägel

Combinatorial interaction testing has been addressed as an effective software testing technique recently. It shows its ability to reduce the number of test cases that have to be considered for software-under-test by taking the combinations…

软件工程 · 计算机科学 2019-05-17 Bestoun S. Ahmed

This paper presents an automated tool called Morphy for datamorphic testing. It classifies software test artefacts into test entities and test morphisms, which are mappings on testing entities. In addition to datamorphisms, metamorphisms…

软件工程 · 计算机科学 2019-12-23 Hong Zhu , Ian Bayley , Dongmei Liu , Xiaoyu Zheng

The general philosophy for bootstrap or permutation methods for testing hypotheses is to simulate the variation of the test statistic by generating the sampling distribution which assumes both that the null hypothesis is true, and that the…

统计方法学 · 统计学 2012-05-18 Anna Varvak

Effective software testing is critical for producing reliable and secure software, yet many computer science students struggle to master the foundational concepts required to construct comprehensive test suites. While automated feedback…

软件工程 · 计算机科学 2025-10-02 Shiza Andleeb , Teo Mendoza , Lucas Cordova , Gursimran Walia , Jeffrey C. Carver

Unit testing is essential for verifying the functional correctness of code modules (e.g., classes, methods), but manually writing unit tests is often labor-intensive and time-consuming. Unit tests generated by tools that employ traditional…

软件工程 · 计算机科学 2026-02-13 Alex Chudic , Gül Çalıklı

We elaborate on a metamorphic approach for testing industrial control systems. The proposed approach consists of two phases: an exploration phase in which we learn about fault patterns of the system under test and an exploitation phase…

软件工程 · 计算机科学 2022-08-22 Gaadha Sudheerbabu , Tanwir Ahmad , Filip Sebek , Dragos Truscan , Jüri Vain , Ivan Porres

Multiple hypothesis testing is widely used to evaluate scientific studies involving statistical tests. However, for many of these tests, p-values are not available and are thus often approximated using Monte Carlo tests such as permutation…

应用统计 · 统计学 2018-10-17 Axel Gandy , Georg Hahn

In nonadaptive group testing, the main research objective is to design an efficient algorithm to identify a set of up to $t$ positive elements among $n$ samples with as few tests as possible. Disjunct matrices and separable matrices are two…

组合数学 · 数学 2021-10-15 Bingchen Qian , Xin Wang , Gennian Ge