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Related papers: VisMaker: a Question-Oriented Visualization Recomm…

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In this paper, we present Wandercode, a novel interaction design for recommender systems that recommend code locations to aid programmers in software development tasks. In particular, our design aims to improve upon prior designs by…

Human-Computer Interaction · Computer Science 2024-08-28 Austin Z. Henley , David Shepherd , Scott D. Fleming

Visualization recommendation systems simplify exploratory data analysis (EDA) and make understanding data more accessible to users of all skill levels by automatically generating visualizations for users to explore. However, most existing…

Human-Computer Interaction · Computer Science 2021-03-23 Camille Harris , Ryan A. Rossi , Sana Malik , Jane Hoffswell , Fan Du , Tak Yeon Lee , Eunyee Koh , Handong Zhao

General visualization recommendation systems typically make design decisions for the dataset automatically. However, most of them can only prune meaningless visualizations but fail to recommend targeted results. This paper contributes…

Human-Computer Interaction · Computer Science 2022-09-15 Leixian Shen , Enya Shen , Zhiwei Tai , Yihao Xu , Jianmin Wang

VOSviewer is a computer program for creating, visualizing, and exploring bibliometric maps of science. In this report, the new text mining functionality of VOSviewer is presented. A number of examples are given of applications in which…

Digital Libraries · Computer Science 2011-09-12 Nees Jan van Eck , Ludo Waltman

Automated visualization recommendation facilitates the rapid creation of effective visualizations, which is especially beneficial for users with limited time and limited knowledge of data visualization. There is an increasing trend in…

Human-Computer Interaction · Computer Science 2023-10-19 Songheng Zhang , Haotian Li , Huamin Qu , Yong Wang

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

Dashboards, which comprise multiple views on a single display, help analyze and communicate multiple perspectives of data simultaneously. However, creating effective and elegant dashboards is challenging since it requires careful and…

Human-Computer Interaction · Computer Science 2023-07-04 Yanna Lin , Haotian Li , Aoyu Wu , Yong Wang , Huamin Qu

The rapid influx of low-quality data visualisations is one of the main challenges in today's communication. Misleading, unreadable, or confusing visualisations spread misinformation, failing to fulfill their purpose. The lack of proper…

Human-Computer Interaction · Computer Science 2023-04-17 Jan Sawicki , Michał Burdukiewicz

In industries such as healthcare, finance, and manufacturing, analysis of unstructured textual data presents significant challenges for analysis and decision making. Uncovering patterns within large-scale corpora and understanding their…

Computer Vision and Pattern Recognition · Computer Science 2025-01-15 Lukas Heine , Fabian Hörst , Jana Fragemann , Gijs Luijten , Jan Egger , Fin Bahnsen , M. Saquib Sarfraz , Jens Kleesiek , Constantin Seibold

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…

Graphics · Computer Science 2016-05-16 Jose Rodrigues-Jr , Luciana Zaina , Maria Oliveira , Bruno Brandoli , Agma Traina

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

Although we have seen a proliferation of algorithms for recommending visualizations, these algorithms are rarely compared with one another, making it difficult to ascertain which algorithm is best for a given visual analysis scenario.…

Human-Computer Interaction · Computer Science 2021-09-08 Zehua Zeng , Phoebe Moh , Fan Du , Jane Hoffswell , Tak Yeon Lee , Sana Malik , Eunyee Koh , Leilani Battle

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

Constructive approaches to visualization authoring have been shown to offer advantages such as providing options for flexible outputs, scaffolding and ideation of new data mappings, personalized exploration of data, as well as supporting…

Human-Computer Interaction · Computer Science 2019-08-05 Gonzalo Gabriel Méndez , Jagoda Walny , Søren Knudsen , Charles Perin , Samuel Huron , Jo Vermeulen , Richard Pusch , Sheelagh Carpendale

Datasets of visualization play a crucial role in automating data-driven visualization pipelines, serving as the foundation for supervised model training and algorithm benchmarking. In this paper, we survey the literature on visualization…

Human-Computer Interaction · Computer Science 2024-07-24 Can Liu , Ruike Jiang , Shaocong Tan , Jiacheng Yu , Chaofan Yang , Hanning Shao , Xiaoru Yuan

Knowledge workers such as healthcare information professionals, legal researchers, and librarians need to create and execute search strategies that are comprehensive, transparent, and reproducible. The traditional solution is to use…

Information Retrieval · Computer Science 2022-05-10 Tanja Svarre , Tony Russell-Rose

Static visualizations have analytic and expressive value. However, many interactive tasks cannot be completed using static visualizations. As datasets grow in size and complexity, static visualizations start losing their analytic and…

Human-Computer Interaction · Computer Science 2017-08-07 Taeheon Kim , Bahador Saket , Alex Endert , Blair MacIntyre

The increasing integration of artificial intelligence (AI) in visual analytics (VA) tools raises vital questions about the behavior of users, their trust, and the potential of induced biases when provided with guidance during data…

Human-Computer Interaction · Computer Science 2024-04-24 Sunwoo Ha , Shayan Monadjemi , Alvitta Ottley

Images account for a significant part of user decisions in many application scenarios, such as product images in e-commerce, or user image posts in social networks. It is intuitive that user preferences on the visual patterns of image…

Information Retrieval · Computer Science 2018-02-01 Xu Chen , Yongfeng Zhang , Hongteng Xu , Yixin Cao , Zheng Qin , Hongyuan Zha

Making data visualizations accessible for people with disabilities remains a significant challenge in current practitioner efforts. Existing visualizations often lack an underlying navigable structure, fail to engage necessary input…

Human-Computer Interaction · Computer Science 2025-01-27 Frank Elavsky , Lucas Nadolskis , Dominik Moritz