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Machine learning offers potential solutions to current issues in industrial systems in areas such as quality control and predictive maintenance, but also faces unique barriers in industrial applications. An ongoing challenge is extreme…

机器学习 · 计算机科学 2026-01-15 Lesley Wheat , Martin v. Mohrenschildt , Saeid Habibi

Multiple datasets containing different types of features may be available for a given task. For instance, users' profiles can be used to group users for recommendation systems. In addition, a model can also use users' historical behaviors…

机器学习 · 计算机科学 2016-05-10 Weixiang Shao , Xiaoxiao Shi , Philip S. Yu

With the increasing importance of data in the modern business environment, effective data man-agement and protection strategies are gaining increasing research attention. Data protection in a cloud environment is crucial for safeguarding…

分布式、并行与集群计算 · 计算机科学 2024-02-06 Ji-Beom Kim , Je-Bum Choi , Eun-Sung Jung

In the ever evolving landscape of deep learning, unlocking the potential of cutting-edge models demands computational resources that surpass the capabilities of individual machines. Enter the NVIDIA DeepOps Slurm cluster, a meticulously…

分布式、并行与集群计算 · 计算机科学 2024-05-02 Arindam Majee

Data centers have become ubiquitous for today's businesses. From banks to startups, they rely on cloud infrastructure to deploy user applications. In this context, it is vital to provide users with application performance guarantees.…

网络与互联网体系结构 · 计算机科学 2024-08-26 Diana Andreea Popescu

We aim to develop clustering models to obtain behavioral representations from continuous multimodal mobile sensing data towards relapse prediction tasks. The identified clusters could represent different routine behavioral trends related to…

机器学习 · 计算机科学 2022-02-22 Joanne Zhou , Bishal Lamichhane , Dror Ben-Zeev , Andrew Campbell , Akane Sano

Improving datacenter operations is vital for the digital society. We posit that doing so requires our community to shift, from operational aspects taken in isolation to holistic analysis of datacenter resources, energy, and workloads. In…

分布式、并行与集群计算 · 计算机科学 2021-07-27 Laurens Versluis , Mehmet Cetin , Caspar Greeven , Kristian Laursen , Damian Podareanu , Valeriu Codreanu , Alexandru Uta , Alexandru Iosup

A dataset of street light images is presented. Our dataset consists of $\sim350\textrm{k}$ images, taken from 140 UMBRELLA nodes installed in the South Gloucestershire region in the UK. Each UMBRELLA node is installed on the pole of a…

计算机视觉与模式识别 · 计算机科学 2022-10-17 Ioannis Mavromatis , Aleksandar Stanoev , Pietro Carnelli , Yichao Jin , Mahesh Sooriyabandara , Aftab Khan

This paper presents a model for a dynamical system where particles dominate edges in a complex network. The proposed dynamical system is then extended to an application on the problem of community detection and data clustering. In the case…

社会与信息网络 · 计算机科学 2017-05-17 Paulo Roberto Urio , Zhao Liang

We formulate the abnormal event detection problem as an outlier detection task and we propose a two-stage algorithm based on k-means clustering and one-class Support Vector Machines (SVM) to eliminate outliers. In the feature extraction…

计算机视觉与模式识别 · 计算机科学 2018-11-20 Radu Tudor Ionescu , Sorina Smeureanu , Marius Popescu , Bogdan Alexe

Obtaining robust galaxy number counts is crucial for understanding galaxy evolution, and submillimetre counts in particular have proven valuable for revising subgrid physics models in cosmological simulations. In confusion-limited surveys,…

星系天体物理 · 物理学 2026-05-12 Yunting Wang , Ryley Hill , Douglas Scott , Tessa Vernstrom

Scientific workflow management systems enable the reproducible execution of data analysis pipelines on cluster infrastructures managed by resource managers such as Kubernetes, Slurm, or HTCondor. These resource managers require resource…

分布式、并行与集群计算 · 计算机科学 2024-10-03 Jonathan Bader , Ansgar Lößer , Lauritz Thamsen , Björn Scheuermann , Odej Kao

We consider the following scheduling problem. A system is composed of $n$ processors drawn from a pool of $N$. The processors can become faulty while in operation and faulty processors never recover. A report is issued whenever a fault…

组合数学 · 数学 2009-09-25 Michel Goemans , Nancy Lynch , Isaac Saias

Spectral clustering is a popular unsupervised learning technique which is able to partition unlabelled data into disjoint clusters of distinct shapes. However, the data under consideration are often experimental data, implying that the data…

机器学习 · 统计学 2025-05-26 Jürgen Dölz , Jolanda Weygandt

We present a large X-ray selected serendipitous cluster survey based on a novel joint analysis of archival Chandra and XMM-Newton data. The survey provides enough depth to reach clusters of flux of $\approx 10^{-14} {ergs} {cm}^{-2}…

宇宙学与河外天体物理 · 物理学 2014-11-20 J. R. Peterson , J. G. Jernigan , R. R. Gupta , J. Bankert , S. M. Kahn

The random cluster model is used to define an upper bound on a distance measure as a function of the number of data points to be classified and the expected value of the number of classes to form in a hybrid K-means and regression…

机器学习 · 计算机科学 2016-02-12 Robert A. Murphy

Automatic identification of screw types is important for industrial automation, robotics, and inventory management. However, publicly available datasets for screw classification are scarce, particularly for controlled single-object…

计算机视觉与模式识别 · 计算机科学 2026-03-16 Tianhao Fu , Bingxuan Yang , Juncheng Guo , Shrena Sribalan , Yucheng Chen

We present the compilation and properties of a Meta-Catalogue of X-ray detected Clusters of galaxies, the MCXC. This very large catalogue is based on publicly available ROSAT All Sky Survey-based (NORAS, REFLEX, BCS, SGP, NEP, MACS, and…

宇宙学与河外天体物理 · 物理学 2015-05-19 R. Piffaretti , M. Arnaud , G. W. Pratt , E. Pointecouteau , J. -B. Melin