Juniper: A 3D plotting framework for effective multi-dimensional scatterplots

IF 2.4 4区 计算机科学 Q2 COMPUTER SCIENCE, SOFTWARE ENGINEERING
Philippos Papaphilippou
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引用次数: 0

Abstract

Computationally and data intensive workloads including design space explorations or large studies often lead to multi-dimensional results, which are often not trivial to digest with conventional plotting software. 3D scatterplots can be a powerful technique to visualise and explore such datasets, especially with the help of colour mapping and other approaches to represent more than the 3 Cartesian dimensions. However, modern software commonly lacks this multi-dimensional functionality or is ineffective. One such limitation is the frequent use of the orthographic projection that produces same-sized points, and this is equivalent to removing one entire dimension.
A novel open-source JavaFX-based plotting framework is presented that focuses on easy exploration of multi-dimensional datasets, and provides unique features and feature combinations to improve knowledge transfer from single stand-alone or interactive plots.
Juniper:用于有效多维散点图的3D绘图框架
包括设计空间探索或大型研究在内的计算和数据密集型工作负载通常会导致多维结果,这对于传统的绘图软件来说通常不是很容易消化。3D散点图可以是可视化和探索此类数据集的强大技术,特别是在颜色映射和其他方法的帮助下,可以表示超过3个笛卡尔维度。然而,现代软件通常缺乏这种多维功能或效率低下。这样的限制之一是经常使用产生相同大小点的正交投影,这相当于删除了整个维度。提出了一种新颖的基于开源javafx的绘图框架,该框架专注于多维数据集的轻松探索,并提供独特的功能和功能组合,以改善单个独立或交互式绘图的知识传递。
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来源期刊
SoftwareX
SoftwareX COMPUTER SCIENCE, SOFTWARE ENGINEERING-
CiteScore
5.50
自引率
2.90%
发文量
184
审稿时长
9 weeks
期刊介绍: SoftwareX aims to acknowledge the impact of software on today''s research practice, and on new scientific discoveries in almost all research domains. SoftwareX also aims to stress the importance of the software developers who are, in part, responsible for this impact. To this end, SoftwareX aims to support publication of research software in such a way that: The software is given a stamp of scientific relevance, and provided with a peer-reviewed recognition of scientific impact; The software developers are given the credits they deserve; The software is citable, allowing traditional metrics of scientific excellence to apply; The academic career paths of software developers are supported rather than hindered; The software is publicly available for inspection, validation, and re-use. Above all, SoftwareX aims to inform researchers about software applications, tools and libraries with a (proven) potential to impact the process of scientific discovery in various domains. The journal is multidisciplinary and accepts submissions from within and across subject domains such as those represented within the broad thematic areas below: Mathematical and Physical Sciences; Environmental Sciences; Medical and Biological Sciences; Humanities, Arts and Social Sciences. Originating from these broad thematic areas, the journal also welcomes submissions of software that works in cross cutting thematic areas, such as citizen science, cybersecurity, digital economy, energy, global resource stewardship, health and wellbeing, etcetera. SoftwareX specifically aims to accept submissions representing domain-independent software that may impact more than one research domain.
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