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This paper takes an information visualization perspective to visual representations in the general SOM paradigm. This involves viewing SOM-based visualizations through the eyes of Bertin's and Tufte's theories on data graphics. The regular…

机器学习 · 计算机科学 2013-06-26 Peter Sarlin , Samuel Rönnqvist

One of the barriers to the adoption of parallel computing is the inherent complexity of its programming. The Open Multi-Processing (OpenMP) Application Programming Interface (API) facilitates such implementations, providing high abstraction…

分布式、并行与集群计算 · 计算机科学 2020-07-21 Reinaldo Agostinho de Souza Filho , Diego V. Cirilo do Nascimento , Samuel Xavier-de-Souza

Graph-based collaborative filtering has emerged as a powerful paradigm for delivering personalized recommendations. Despite their demonstrated effectiveness, these methods often neglect the underlying intents of users, which constitute a…

信息检索 · 计算机科学 2023-09-25 Jiahao Wu , Wenqi Fan , Shengcai Liu , Qijiong Liu , Qing Li , Ke Tang

Modern graph or network datasets often contain rich structure that goes beyond simple pairwise connections between nodes. This calls for complex representations that can capture, for instance, edges of different types as well as so-called…

社会与信息网络 · 计算机科学 2020-02-19 Ilya Amburg , Nate Veldt , Austin R. Benson

We present a novel parallel algorithm for cloth simulation that exploits multiple GPUs for fast computation and the handling of very high resolution meshes. To accelerate implicit integration, we describe new parallel algorithms for sparse…

图形学 · 计算机科学 2020-08-05 Cheng Li , Min Tang , Ruofeng Tong , Ming Cai , Jieyi Zhao , Dinesh Manocha

We describe a technique for bundled curve representations in parallel-coordinates plots and present a controlled user study evaluating their effectiveness. Replacing the traditional C^0 polygonal lines by C^1 continuous piecewise Bezier…

图形学 · 计算机科学 2015-03-19 Julian Heinrich , Yuan Luo , Arthur E. Kirkpatrick , Hao Zhang , Daniel Weiskopf

New web technologies have enabled the deployment of powerful GPU-based computational pipelines that run entirely in the web browser, opening a new frontier for accessible scientific visualization applications. However, these new…

图形学 · 计算机科学 2023-09-20 Will Usher , Landon Dyken , Sidharth Kumar

In this report, we present our work in visualization and augmented reality technologies supporting collaboration in manufacturing automation. Our approach is based on (i) analysis based on spatial models of automation environments, (ii)…

软件工程 · 计算机科学 2017-11-17 Ian D. Peake , Jan Olaf Blech , Shyam Nath , Jacob Jacky Aharon , Argyll McGhie

The article introduces a new method for applying Quantum Clustering to graph structures. Quantum Clustering (QC) is a novel density-based unsupervised learning method that determines cluster centers by constructing a potential function. In…

机器学习 · 计算机科学 2025-01-17 Zhe Wang , ZhiJie He , Ding Liu

Virtualization, a technique once used to multiplex the resources of high-priced mainframe hardware, is seeing a resurgence in applicability with the increasing computing power of commodity computers. By inserting a layer of software between…

操作系统 · 计算机科学 2007-05-23 Nadir Kiyanclar

We propose a parallel graph-based data clustering algorithm using CUDA GPU, based on exact clustering of the minimum spanning tree in terms of a minimum isoperimetric criteria. We also provide a comparative performance analysis of our…

分布式、并行与集群计算 · 计算机科学 2017-02-17 Ramin Javadi , Saleh Ashkboos

Cloud computing providers are now offering their unused resources for leasing in the spot market, which has been considered the first step towards a full-fledged market economy for computational resources. Spot instances are virtual…

分布式、并行与集群计算 · 计算机科学 2011-10-28 William Voorsluys , Rajkumar Buyya

Urban design is a highly visual discipline that requires visualization for informed decision making. However, traditional urban design tools are mostly limited to representations on 2D displays that lack intuitive awareness. The popularity…

人机交互 · 计算机科学 2021-09-14 Chi Zhang , Wei Zeng , Ligang Liu

Graph algorithms and techniques are increasingly being used in scientific and commercial applications to express relations and explore large data sets. Although conventional or commodity computer architectures, like CPU or GPU, can compute…

硬件体系结构 · 计算机科学 2017-07-03 Michel A. Kinsy , Rashmi S. Agrawal , Hien D. Nguyen

High-dimensional omics datasets are routinely visualized as heatmaps, where color intensities reveal co-expression patterns and correlations. However, modern omics technologies increasingly generate matrices so large that existing visual…

基因组学 · 定量生物学 2026-04-21 Osho Rawal , Rex Lu , Edgar Gonzalez-Kozlova , Sacha Gnjatic , Zeynep H. Gümüş

Visualizations have become an indispensable part of the scientific process. A vibrant ecosystem of visualization tools exists, catering to a wide variety of different needs. Real-time visualizations of numerical simulations offer scientists…

图形学 · 计算机科学 2026-02-09 Hanno Rein

The complexity of heterogeneous computing architectures, as well as the demand for productive and portable parallel application development, have driven the evolution of parallel programming models to become more comprehensive and complex…

分布式、并行与集群计算 · 计算机科学 2022-10-31 Anjia Wang , Xinyao Yi , Yonghong Yan

Many techniques in program synthesis, superoptimization, and array programming require parallel rollouts of general-purpose programs. GPUs, while capable targets for domain-specific parallelism, are traditionally underutilized by such…

编程语言 · 计算机科学 2026-04-15 Breandan Considine

Interactive data visualization is a major part of modern exploratory data analysis, with web-based technologies enabling a rich ecosystem of both specialized and general tools. However, current visualization tools often lack support for…

人机交互 · 计算机科学 2025-08-14 Jan Simson

The latest generation of Timepix series hybrid pixel detectors enhance particle tracking with high spatial and temporal resolution. However, their high hit-rate capability poses challenges for data processing, particularly in multidetector…

分布式、并行与集群计算 · 计算机科学 2024-12-17 Tomáš Čelko , František Mráz , Benedikt Bergmann , Petr Mánek