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Classical machine learning models, such as linear models and tree-based models, are widely used in industry. These models are sensitive to data distribution, thus feature preprocessing, which transforms features from one distribution to…

机器学习 · 计算机科学 2026-04-16 Danrui Qi , Jinglin Peng , Yongjun He , Jiannan Wang

Analyzing non-compilable C/C++ submodules without a resolved build environment remains a critical bottleneck for industrial software evolution. Traditional static analysis tools often fail in these scenarios due to their reliance on…

Looking towards first LHC collisions, the ATLAS detector is being commissioned using the physics data available: cosmic rays and data taken during the LHC single beam operations at 450 GeV. During the installation of the ATLAS detector in…

仪器与探测器 · 物理学 2008-10-21 Maria Moreno Llacer

Time series anomaly detection is crucial for industrial monitoring services that handle a large volume of data, aiming to ensure reliability and optimize system performance. Existing methods often require extensive labeled resources and…

机器学习 · 计算机科学 2023-07-21 Manqing Dong , Zhanxiang Zhao , Yitong Geng , Wentao Li , Wei Wang , Huai Jiang

Writing generic data processing pipelines requires that the algorithmic code does not ever have to know about data formats of files, or the locations of those files. At LSST we have a software system known as "the Data Butler," that…

天体物理仪器与方法 · 物理学 2018-12-20 Tim Jenness , James F. Bosch , Pim Schellart , Kian-Ta Lim , Andrei Salnikov , Michelle Gower

The growing demand for efficient, high-performance processing in machine learning (ML) and image processing has made hardware accelerators, such as GPUs and Data Streaming Accelerators (DSAs), increasingly essential. These accelerators…

硬件体系结构 · 计算机科学 2025-04-17 Qunyou Liu , Marina Zapater , David Atienza

We describe FactorBase, a new SQL-based framework that leverages a relational database management system to support multi-relational model discovery. A multi-relational statistical model provides an integrated analysis of the heterogeneous…

数据库 · 计算机科学 2015-08-12 Oliver Schulte , Zhensong Qian

Moving Object Databases will have significant role in Geospatial Information Systems as they allow users to model continuous movements of entities in the databases and perform spatio-temporal analysis. For representing and querying moving…

数据库 · 计算机科学 2014-03-14 Hadi Hajari , Farshad Hakimpour

Evolutionary Neural Architecture Search (ENAS) can automatically design the architectures of Deep Neural Networks (DNNs) using evolutionary computation algorithms. However, most ENAS algorithms require intensive computational resource,…

机器学习 · 计算机科学 2020-09-08 Yanan Sun , Xian Sun , Yuhan Fang , Gary Yen

Logarithmic Number Systems (LNS) hold considerable promise in helping reduce the number of bits needed to represent a high dynamic range of real-numbers with finite precision, and also efficiently support multiplication and division.…

数学软件 · 计算机科学 2024-01-31 Thanh Son Nguyen , Alexey Solovyev , Ganesh Gopalakrishnan

Datasets serve as crucial training resources and model performance trackers. However, existing datasets have exposed a plethora of problems, inducing biased models and unreliable evaluation results. In this paper, we propose a…

计算与语言 · 计算机科学 2022-12-20 Chengwen Wang , Qingxiu Dong , Xiaochen Wang , Haitao Wang , Zhifang Sui

Network Intrusion Detection Systems (NIDSs) are important tools for the protection of computer networks against increasingly frequent and sophisticated cyber attacks. Recently, a lot of research effort has been dedicated to the development…

网络与互联网体系结构 · 计算机科学 2023-05-12 Mohanad Sarhan , Siamak Layeghy , Marius Portmann

More than half a million minimum-bias events of LHC collision data were collected by the ATLAS experiment in December 2009 at centre-of-mass energies of 0.9 TeV and 2.36 TeV. This paper reports on studies of the initial performance of the…

高能物理 - 实验 · 物理学 2012-08-27 The ATLAS Collaboration

A tremendous number of critical database systems lack adequate documentation. Declared primary keys are absent, foreign key constraints have been dropped for performance, column names are cryptic abbreviations, and no entity-relationship…

数据库 · 计算机科学 2026-03-25 Amith Nagarajan , Thomas Altman

This paper presents an automated machine learning framework designed to assist hydrologists in detecting anomalies in time series data generated by sensors in a research watershed in the northeastern United States critical zone. The…

机器学习 · 计算机科学 2023-12-07 Ijaz Ul Haq , Byung Suk Lee , Donna M. Rizzo , Julia N Perdrial

Excel is a pervasive yet often complex tool, particularly for novice users, where runtime errors arising from logical mistakes or misinterpretations of functions pose a significant challenge. While large language models (LLMs) offer…

To analyze the privacy guarantee of personal data in a database that is subject to queries it is necessary to model the prior knowledge of a possible attacker. Differential privacy considers a worst-case scenario where he knows almost…

密码学与安全 · 计算机科学 2025-03-03 Dennis Breutigam , Rüdiger Reischuk

Asset Administration Shells are trending in Industry 4.0. In February 2024, the Industrial Digital Twin Association announced 84 and released 18 AAS submodel specifications. As an enabler on programming level, dedicated APIs are needed, for…

软件工程 · 计算机科学 2024-06-21 Holger Eichelberger , Alexander Weber

The Mapper algorithm is a fundamental tool in exploratory topological data analysis for identifying connectivity and topological clustering in data. Derived from the nerve construction, Mapper graphs can contain additional information about…

计算几何 · 计算机科学 2025-09-30 Halley Fritze

Characterizing meltpool shape and geometry is essential in metal Additive Manufacturing (MAM) to control the printing process and avoid defects. Predicting meltpool flaws based on process parameters and powder material is difficult due to…

机器学习 · 计算机科学 2022-01-28 Parand Akbari , Francis Ogoke , Ning-Yu Kao , Kazem Meidani , Chun-Yu Yeh , William Lee , Amir Barati Farimani