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Efficient explorative data analysis systems must take into account both what a user knows and wants to know. This paper proposes a principled framework for interactive visual exploration of relations in data, through views most informative…

Machine Learning · Statistics 2021-07-02 Kai Puolamäki , Emilia Oikarinen , Andreas Henelius

During the COVID-19 pandemic, a number of data visualizations were created to inform the public about the rapidly evolving crisis. Data dashboards, a form of information dissemination used during the pandemic, have facilitated this process…

Human-Computer Interaction · Computer Science 2022-07-27 Yixuan Zhang , Yifan Sun , Joseph D. Gaggiano , Neha Kumar , Clio Andris , Andrea G. Parker

The promise of visualization recommendation systems is that analysts will be automatically provided with relevant and high-quality visualizations that will reduce the work of manual exploration or chart creation. However, little research to…

Human-Computer Interaction · Computer Science 2022-02-04 Calvin Bao , Siyao Li , Sarah Flores , Michael Correll , Leilani Battle

In this work, we present ICEBOAT an interactive tool that enables automotive UX experts to explore how users interact with In-vehicle Information Systems. Based on large naturalistic driving data continuously collected from production line…

Human-Computer Interaction · Computer Science 2022-08-29 Patrick Ebel , Kim Julian Gülle , Christoph Lingenfelder , Andreas Vogelsang

User Experience (UX) professionals need to be able to analyze large amounts of usage data on their own to make evidence-based design decisions. However, the design process for In-Vehicle Information Systems (IVIS) lacks data-driven support…

Human-Computer Interaction · Computer Science 2023-07-13 Patrick Ebel , Kim Julian Gülle , Christoph Lingenfelder , Andreas Vogelsang

Privacy dashboards and transparency tools help users review and manage the data collected about them online. Since 2016, Google has offered such a tool, My Activity, which allows users to review and delete their activity data from Google…

Computers and Society · Computer Science 2021-06-01 Florian M. Farke , David G. Balash , Maximilian Golla , Markus Dürmuth , Adam J. Aviv

Visualization dashboards are regularly used for data exploration and analysis, but their complex interactions and interlinked views often require time-consuming onboarding sessions from dashboard authors. Preparing these onboarding…

Human-Computer Interaction · Computer Science 2026-03-04 Vaishali Dhanoa , Gabriela Molina León , Eve Hoggan , Eduard Gröller , Marc Streit , Niklas Elmqvist

Privacy policy documents are often lengthy, complex, and difficult for non-expert users to interpret, leading to a lack of transparency regarding the collection, processing, and sharing of personal data. As concerns over online privacy…

Cryptography and Security · Computer Science 2025-07-08 Vijayalakshmi Ramasamy , Seth Barrett , Gokila Dorai , Jessica Zumbach

Despite recent progress in artificial intelligence and machine learning, many state-of-the-art methods suffer from a lack of explainability and transparency. The ability to interpret the predictions made by machine learning models and…

Machine Learning · Computer Science 2021-11-10 Zihan Wang , Jialin Lu , Oliver Snow , Martin Ester

The amount of opinionated data on the internet is rapidly increasing. More and more people are sharing their ideas and opinions in reviews, discussion forums, microblogs and general social media. As opinions are central in all human…

Computation and Language · Computer Science 2022-06-15 Andreas Kilde Lien , Lars Martin Randem , Hans Petter Fauchald Taralrud , Maryam Edalati

Personal data cover multiple aspects of our daily life and activities, including health, finance, social, Internet, Etc. Personal data visualisations aim to improve the user experience when exploring these large amounts of personal data and…

Human-Computer Interaction · Computer Science 2022-03-04 Yasmeen Anjeer Alshehhi , Mohamed Abdelrazek , Alessio Bonti

With the rise of the open data movement a lot of statistical data has been made publicly available by governments, statistical offices and other organizations. First efforts to visualize are made by the data providers themselves. Data…

Human-Computer Interaction · Computer Science 2011-10-17 Daniel Hienert , Benjamin Zapilko , Philipp Schaer , Brigitte Mathiak

Although intrusion alerts can provide threat intelligence regarding attacker strategies, extracting such intelligence via existing tools is expensive and time-consuming. Earlier work has proposed SAGE, which generates attack graphs from…

Cryptography and Security · Computer Science 2023-10-23 Sònia Leal Díaz , Sergio Pastrana , Azqa Nadeem

Natural language interfaces (NLIs) for data visualization are becoming increasingly popular both in academic research and in commercial software. Yet, there is a lack of empirical understanding of how people specify visualizations through…

Human-Computer Interaction · Computer Science 2021-10-05 Arjun Srinivasan , Nikhila Nyapathy , Bongshin Lee , Steven M. Drucker , John Stasko

This paper describes the process of developing data visualisations to enhance a commercial software platform for combating insider threat, whose existing UI, while perfectly functional, was limited in its ability to allow analysts to easily…

Human-Computer Interaction · Computer Science 2021-09-20 Martin Graham , Robert Kukla , Oleksii Mandrychenko , Darren Hart , Jessie Kennedy

This paper presents development of a smart sensor dashboard for Industry 4.0 encompassing both 2D and 3D visualization modules. In 2D module, we described physical connections among sensors and visualization modules and rendering data on 2D…

Human-Computer Interaction · Computer Science 2020-05-12 LRD Murthy , Somnath Arjun , Kamalpreet Singh Saluja , Pradipta Biswas

Selecting the appropriate visual presentation of the data such that it preserves the semantics of the underlying data and at the same time provides an intuitive summary of the data is an important, often the final step of data analytics.…

Artificial Intelligence · Computer Science 2017-11-15 Rema Ananthanarayanan , Pranay Kr. Lohia , Srikanta Bedathur

Despite their ubiquity, authoring dashboards for metrics reporting in modern data analysis tools remains a manual, time-consuming process. Rather than focusing on interesting combinations of their data, users have to spend time creating…

Human-Computer Interaction · Computer Science 2023-09-26 Will Epperson , Kanit Wongsuphasawat , Allison Whilden , Fan Du , Justin Talbot

What can we learn about online users by comparing their profiles across different platforms? We use the term profile to represent displayed personality traits, interests, and behavioral patterns (e.g., offensiveness). We also use the term…

Social and Information Networks · Computer Science 2025-03-20 Ben Treves , Emiliano De Cristofaro , Yue Dong , Michalis Faloutsos

Exploratory visual analysis (EVA) is an essential stage of the data science pipeline, where users often lack clear analysis goals at the start and iteratively refine them as they learn more about their data. Accurate models of users'…

Human-Computer Interaction · Computer Science 2023-12-18 Sanad Saha , Nischal Aryal , Leilani Battle , Arash Termehchy