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Datamation is designed to animate an analysis pipeline step by step, which is an intuitive and effective way to interpret the results from data analysis. However, creating a datamation is not easy. A qualified datamation needs to not only…

人机交互 · 计算机科学 2023-04-13 Yi Guo , Nan Cao , Ligan Cai , Yanqiu Wu , Daniel Weiskopf , Danqing Shi , Qing Chen

Visualization recommendation seeks to generate, score, and recommend to users useful visualizations automatically, and are fundamentally important for exploring and gaining insights into a new or existing dataset quickly. In this work, we…

信息检索 · 计算机科学 2020-09-28 Xin Qian , Ryan A. Rossi , Fan Du , Sungchul Kim , Eunyee Koh , Sana Malik , Tak Yeon Lee , Joel Chan

Dataflow visualization systems enable flexible visual data exploration by allowing the user to construct a dataflow diagram that composes query and visualization modules to specify system functionality. However learning dataflow diagram…

人机交互 · 计算机科学 2019-10-08 Bowen Yu , Claudio T. Silva

Understanding a visualization is a multi-level process. A reader must extract and extrapolate from numeric facts, understand how those facts apply to both the context of the data and other potential contexts, and draw or evaluate…

人机交互 · 计算机科学 2020-09-04 Alyxander Burns , Cindy Xiong , Steven Franconeri , Alberto Cairo , Narges Mahyar

Choosing the right Visualization techniques is critical in Big Data Analytics. However, decision makers are not experts on visualization and they face up with enormous difficulties in doing so. There are currently many different (i) Big…

人机交互 · 计算机科学 2024-02-14 Ana Lavalle , Alejandro Maté , Juan Trujillo

Providing system-generated explanations for recommendations represents an important step towards transparent and trustworthy recommender systems. Explainable recommender systems provide a human-understandable rationale for their outputs.…

信息检索 · 计算机科学 2024-06-06 Mohamed Amine Chatti , Mouadh Guesmi , Arham Muslim

The current information age has increasingly required organizations to become data-driven. However, analyzing and managing raw data is still a challenging part of the data mining process. Even though we can find interview studies proposing…

人机交互 · 计算机科学 2019-08-22 Alessandra Milani , Fernando Paulovich , Isabel Manssour

Information Visualization techniques are built on a context with many factors related to both vision and cognition, making it difficult to draw a clear picture of how data visually turns into comprehension. In the intent of promoting a…

图形学 · 计算机科学 2016-05-16 Jose Rodrigues-Jr , Luciana Zaina , Maria Oliveira , Bruno Brandoli , Agma Traina

Understanding how helpful a visualization is from experimental results is difficult because the observed performance is confounded with aspects of the study design, such as how useful the information that is visualized is for the task. We…

人机交互 · 计算机科学 2023-08-21 Yifan Wu , Ziyang Guo , Michails Mamakos , Jason Hartline , Jessica Hullman

Effective data analytics on data collected from the real world usually begins with a notoriously expensive pre-processing step of data transformation and wrangling. Programming By Example (PBE) systems have been proposed to automatically…

Prior natural language datasets for data visualization have focused on tasks such as visualization literacy assessment, insight generation, and visualization generation from natural language instructions. These studies often rely on…

人机交互 · 计算机科学 2025-07-02 Maeve Hutchinson , Radu Jianu , Aidan Slingsby , Jo Wood , Pranava Madhyastha

FPGAs have found their way into data centers as accelerator cards, making reconfigurable computing more accessible for high-performance applications. At the same time, new high-level synthesis compilers like Xilinx Vitis and runtime…

硬件体系结构 · 计算机科学 2021-12-16 Puya Amiri , Arsène Pérard-Gayot , Richard Membarth , Philipp Slusallek , Roland Leißa , Sebastian Hack

We present P6, a declarative language for building high performance visual analytics systems through its support for specifying and integrating machine learning and interactive visualization methods. As data analysis methods based on…

软件工程 · 计算机科学 2020-09-04 Jianping Kelvin Li , Kwan-Liu Ma

Effective data visualization is a key part of the discovery process in the era of big data. It is the bridge between the quantitative content of the data and human intuition, and thus an essential component of the scientific path from data…

Immersive analytics is gaining attention across multiple domains due to its capability to facilitate intuitive data analysis in expansive environments through user interaction with data. However, creating immersive analytics systems for…

人机交互 · 计算机科学 2025-07-15 Suemin Jeon , JunYoung Choi , Haejin Jeong , Won-Ki Jeong

Graph analytics elicits insights from large graphs to inform critical decisions for business, safety and security. Several large-scale graph processing frameworks feature efficient runtime systems; however, they often provide programming…

分布式、并行与集群计算 · 计算机科学 2020-05-29 Farzin Houshmand , Mohsen Lesani , Keval Vora

Despite the ubiquity of visualization examples published on the web, retargeting existing custom chart implementations to new datasets remains difficult, time-intensive, and tedious. The adaptation process assumes author familiarity with…

人机交互 · 计算机科学 2026-01-21 Luke S. Snyder , Chenglong Wang , Steven M. Drucker

With the proliferation of data across various domains, there is a critical demand for tools that enable non-experts to derive meaningful insights without deep data analysis skills. To address this need, existing automatic fact sheet…

人机交互 · 计算机科学 2025-02-26 Minh Duc Vu , Jieshan Chen , Zhenchang Xing , Qinghua Lu , Xiwei Xu , Qian Fu

SynDiffix is a new open-source tool for structured data synthesis. It has anonymization features that allow it to generate multiple synthetic tables while maintaining strong anonymity. Compared to the more common single-table approach,…

密码学与安全 · 计算机科学 2024-03-14 Paul Francis

In shared control, advances in autonomous robotics are applied to help empower a human user in operating a robotic system. While these systems have been shown to improve efficiency and operation success, users are not always accepting of…

机器人学 · 计算机科学 2020-08-26 Connor Brooks , Daniel Szafir