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Data science workflows are human-centered processes involving on-demand programming and analysis. While programmable and interactive interfaces such as widgets embedded within computational notebooks are suitable for these workflows, they…

人机交互 · 计算机科学 2023-03-27 Frederick Choi , Sajjadur Rahman , Hannah Kim , Dan Zhang

Computational notebooks -- such as Jupyter or Colab -- combine text and data analysis code. They have become ubiquitous in the world of data science and exploratory data analysis. Since these notebooks present a different programming…

软件工程 · 计算机科学 2022-07-20 Derek Robinson , Neil A. Ernst , Enrique Larios Vargas , Margaret-Anne D. Storey

Increased access to mobile devices motivates the need to design communicative visualizations that are responsive to varying screen sizes. However, relatively little design guidance or tooling is currently available to authors. We contribute…

人机交互 · 计算机科学 2021-04-27 Hyeok Kim , Dominik Moritz , Jessica Hullman

There has been a large focus in recent years on making assets in scientific research findable, accessible, interoperable and reusable, collectively known as the FAIR principles. A particular area of focus lies in applying these principles…

Keeping abreast of current trends, technologies, and best practices in visualization and data analysis is becoming increasingly difficult, especially for fledgling data scientists. In this paper, we propose Lodestar, an interactive…

In this paper we introduce WiNV - A framework for web-based interactive scalable network visualization. WiNV enables a new class of rich and scalable interactive cross-platform capabilities for visualizing large-scale networks natively in a…

网络与互联网体系结构 · 计算机科学 2010-08-31 Hassan Gobjuka , Kamal Ahmat

Computational notebooks are intended to prioritize the needs of scientists, but little is known about how scientists interact with notebooks, what requirements drive scientists' software development processes, or what tactics scientists use…

软件工程 · 计算机科学 2025-03-18 Ruanqianqian Huang , Savitha Ravi , Michael He , Boyu Tian , Sorin Lerner , Michael Coblenz

Most issue tracking systems for open source software (OSS) development include features for community members to embed visual contents, such as images and videos, to enhance the discussion. Although playing an important role, there is…

软件工程 · 计算机科学 2022-04-29 Vishakha Agrawal , Yong-Han Lin , Jinghui Cheng

Semantic search, a process aimed at delivering highly relevant search results by comprehending the searcher's intent and the contextual meaning of terms within a searchable dataspace, plays a pivotal role in information retrieval. In this…

信息检索 · 计算机科学 2024-02-21 Lan Li , Jinpeng Lv

Supporting the interactive exploration of large datasets is a popular and challenging use case for data management systems. Traditionally, the interface and the back-end system are built and optimized separately, and interface design and…

数据库 · 计算机科学 2024-01-08 Junran Yang , Hyekang Kevin Joo , Sai Yerramreddy , Dominik Moritz , Leilani Battle

Neuronal network models and corresponding computer simulations are invaluable tools to aid the interpretation of the relationship between neuron properties, connectivity and measured activity in cortical tissue. Spatiotemporal patterns of…

神经元与认知 · 定量生物学 2022-09-16 Johanna Senk , Corto Carde , Espen Hagen , Torsten W. Kuhlen , Markus Diesmann , Benjamin Weyers

Visual analytics (VA) systems have been widely used in various application domains. However, VA systems are complex in design, which imposes a serious problem: although the academic community constantly designs and implements new designs,…

人机交互 · 计算机科学 2024-02-27 Lu Ying , Aoyu Wu , Haotian Li , Zikun Deng , Ji Lan , Jiang Wu , Yong Wang , Huamin Qu , Dazhen Deng , Yingcai Wu

Saving, or checkpointing, intermediate results during interactive data exploration can potentially boost user productivity. However, existing studies on this topic are limited, as they primarily rely on small-scale experiments with human…

人机交互 · 计算机科学 2025-04-03 Hanxi Fang , Supawit Chockchowwat , Hari Sundaram , Yongjoo Park

The massive trend of integrating data-driven AI capabilities into traditional software systems is rising new intriguing challenges. One of such challenges is achieving a smooth transition from the explorative phase of Machine Learning…

软件工程 · 计算机科学 2022-05-25 Luigi Quaranta

We present a systematic review on tasks, interactions, and visualization widgets (refer to tangible entities that are used to accomplish data exploration tasks through specific interactions) in the context of tangible data exploration.…

人机交互 · 计算机科学 2025-07-02 Haonan Yao , Lingyun Yu , Lijie Yao

Domain-specific visualizations sometimes focus on narrow, albeit important, tasks for one group of users. This focus limits the utility of a visualization to other groups working with the same data. While tasks elicited from other groups…

In the face of complex decisions, people often engage in a three-stage process that spans from (1) exploring and analyzing pertinent information (intelligence); (2) generating and exploring alternative options (design); and ultimately…

人机交互 · 计算机科学 2023-12-25 Emre Oral , Ria Chawla , Michel Wijkstra , Narges Mahyar , Evanthia Dimara

Inspired by the leading industry practices, this paper describes an innovative learning activity that combines data visualization and collaboration structured around sharing, co-creation and negotiation of departmental/disciplinary insights…

计算机与社会 · 计算机科学 2016-06-07 Olivera Marjanovic

Nowadays, numerous industries have exceptional demand for skills in data science, such as data analysis, data mining, and machine learning. The computational notebook (e.g., Jupyter Notebook) is a well-known data science tool adopted in…

The exponential growth of data in Astrophysics and Cosmology demands scalable computational tools and intuitive interfaces for analysis and visualization. In this work, we present an innovative integration of the VisIVO scientific…

天体物理仪器与方法 · 物理学 2025-10-07 Eva Sciacca , Nicola Tuccari , Umer Arshad , Fabio Pitari , Giuseppa Muscianisi , Emiliano Tramontana