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The availability heuristic is a strategy that people use to make quick decisions but often lead to systematic errors. We propose three ways that visualization could facilitate unbiased decision-making. First, visualizations can alter the…

Human-Computer Interaction · Computer Science 2016-10-11 Evanthia Dimara , Pierre Dragicevic , Anastasia Bezerianos

This paper draws together nine strategies for creative visualization activities. Teaching visualization often involves running learning activities where students perform tasks that directly support one or more topics that the teacher wishes…

In contrast to objectively measurable aspects (such as accuracy, reading speed, or memorability), the subjective experience of visualizations has only recently gained importance, and we have less experience how to measure it. We explore how…

Human-Computer Interaction · Computer Science 2023-10-24 Laura Koesten , Drew Dimmery , Michael Gleicher , Torsten Möller

Although visualization tools are widely available and accessible, not everyone knows the best practices and guidelines for creating accurate and honest visual representations of data. Numerous books and articles have been written to expose…

Human-Computer Interaction · Computer Science 2023-09-06 Leo Yu-Ho Lo , Yifan Cao , Leni Yang , Huamin Qu

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

Teaching visualization design involve making students familiar and make them work with visualization models, framework and perspectives. Visualization research accommodates a plethora of perspectives emerging from researchers of varied…

Human-Computer Interaction · Computer Science 2021-04-13 Swaroop Panda , Shatarupa Thakurta Roy

Students of visualization come to formal education with an abundance of personal experience. However, one's exposure to graphics through media and education may not be sufficiently diverse to appreciate the nuance and complexity required to…

Human-Computer Interaction · Computer Science 2020-10-09 Amy Rae Fox , Taylor Jackson Scott

Visually-aware recommender systems use visual signals present in the underlying data to model the visual characteristics of items and users' preferences towards them. In the domain of clothing recommendation, incorporating items' visual…

Computer Vision and Pattern Recognition · Computer Science 2018-08-23 Charles Packer , Julian McAuley , Arnau Ramisa

Using learning objectives to define designer intents for communicative visualizations can be a powerful design tool. Cognitive and affective objectives are concrete and specific, which can be translated to assessments when creating,…

Human-Computer Interaction · Computer Science 2026-04-02 Elsie Lee-Robbins , Eytan Adar

Understanding and evaluating uncertainty play a key role in decision-making. When a viewer studies a visualization that demands inference, it is necessary that uncertainty is portrayed in it. This paper showcases the importance of…

Human-Computer Interaction · Computer Science 2023-01-19 Krisha Mehta

Nudging participants with text-based reflective nudges enhances deliberation quality on online deliberation platforms. The effectiveness of multimodal reflective nudges, however, remains largely unexplored. Given the multi-sensory nature of…

Human-Computer Interaction · Computer Science 2025-02-10 ShunYi Yeo , Zhuoqun Jiang , Anthony Tang , Simon Tangi Perrault

What is a visualization? There is limited utility in trifling with definitions, except insofar as one serves as a tool for communicating and conceptualizing our subject matter; a statement of identity for a community. To establish…

Human-Computer Interaction · Computer Science 2020-09-30 Amy Rae Fox

We present a method for visualising the response of a deep neural network to a specific input. For image data for instance our method will highlight areas that provide evidence in favor of, and against choosing a certain class. The method…

Computer Vision and Pattern Recognition · Computer Science 2017-06-13 Luisa M. Zintgraf , Taco S. Cohen , Max Welling

Learning the preferences of a human improves the quality of the interaction with the human. The number of queries available to learn preferences maybe limited especially when interacting with a human, and so active learning is a must. One…

Machine Learning · Computer Science 2020-02-18 Sriram Gopalakrishnan , Utkarsh Soni

In the one-class recommendation problem, it's required to make recommendations basing on users' implicit feedback, which is inferred from their action and inaction. Existing works obtain representations of users and items by encoding…

Information Retrieval · Computer Science 2024-01-22 Chu-Jen Shao , Hao-Ming Fu , Pu-Jen Cheng

This paper introduces Reflective Empiricism, an extension of empirical science that incorporates subjective perception and consciousness processes as equally valid sources of knowledge. It views reality as an interplay of subjective…

Physics and Society · Physics 2025-04-18 Oliver Marc Wittwer

Significant research has provided robust task and evaluation languages for the analysis of exploratory visualizations. Unfortunately, these taxonomies fail when applied to communicative visualizations. Instead, designers often resort to…

Human-Computer Interaction · Computer Science 2020-09-16 Eytan Adar , Elsie Lee

We present a perception in reflection paradigm designed to transcend the limitations of current large vision-language models (LVLMs), which are expected yet often fail to achieve perfect perception initially. Specifically, we propose…

Computer Vision and Pattern Recognition · Computer Science 2025-04-11 Yana Wei , Liang Zhao , Kangheng Lin , En Yu , Yuang Peng , Runpei Dong , Jianjian Sun , Haoran Wei , Zheng Ge , Xiangyu Zhang , Vishal M. Patel

We explore how the lens of fictional superpowers can help characterize how visualizations empower people and provide inspiration for new visualization systems. Researchers and practitioners often tout visualizations' ability to "make the…

Human-Computer Interaction · Computer Science 2021-12-09 Wesley Willett , Bon Adriel Aseniero , Sheelagh Carpendale , Pierre Dragicevic , Yvonne Jansen , Lora Oehlberg , Petra Isenberg

We explore a new mechanism to explain polarization phenomena in opinion dynamics in which agents evaluate alternative views on the basis of the social feedback obtained on expressing them. High support of the favored opinion in the social…

Physics and Society · Physics 2018-10-22 Sven Banisch , Eckehard Olbrich
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