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Research in visualization literacy explores the skills required to engage with visualizations. This state-of-the-art report surveys the current literature in visualization literacy to provide a comprehensive overview of the field. We…

Human-Computer Interaction · Computer Science 2025-09-03 Matthew Varona , Karen Bonilla , Maryam Hedayati , Alark Joshi , Lane Harrison , Matthew Kay , Carolina Nobre

From more than half a century ago indexing scientific articles has been studied intensively to provide a more efficient data retrieval and to conserve researchers invaluable time. In the last two decades with the emergence of the World Wide…

Digital Libraries · Computer Science 2014-01-07 Azam Majooni , Mona Masood , Amir Akhavan

Visualization for explainable and trustworthy machine learning remains one of the most important and heavily researched fields within information visualization and visual analytics with various application domains, such as medicine,…

Human-Computer Interaction · Computer Science 2024-04-19 Angelos Chatzimparmpas , Kostiantyn Kucher , Andreas Kerren

The paper presents a web prototype that visualises different characteristics of research projects in the heterogeneous domain of educational research. The concept of the application derives from the project "Monitoring Educational Research"…

Digital Libraries · Computer Science 2014-05-28 Karima Haddou ou Moussa , Ute Sondergeld , Philipp Mayr , Peter Mutschke , Marc Rittberger

Cross-disciplinary teams increasingly work with high-dimensional scientific datasets, yet fragmented toolchains and limited support for shared exploration hinder collaboration. Prior immersive visualization and analytics research has…

Human-Computer Interaction · Computer Science 2026-02-05 Fahim Arsad Nafis , Jie Li , Simon Su , Songqing Chen , Bo Han

Graphical perception studies typically measure visualization encoding effectiveness using the error of an "average observer", leading to canonical rankings of encodings for numerical attributes: e.g., position > area > angle > volume. Yet…

Human-Computer Interaction · Computer Science 2022-12-22 Russell Davis , Xiaoying Pu , Yiren Ding , Brian D. Hall , Karen Bonilla , Mi Feng , Matthew Kay , Lane Harrison

We investigate ways in which to improve the interpretability of LDA topic models by better analyzing and visualizing their outputs. We focus on examining what we refer to as topic similarity networks: graphs in which nodes represent latent…

Computation and Language · Computer Science 2014-09-29 Arun S. Maiya , Robert M. Rolfe

Scientific document embeddings contain a variety of rich features which can be harnessed for downstream tasks such as recommendation, ranking, and clustering. We explore which tangible insights can be drawn from scientific document…

Digital Libraries · Computer Science 2025-06-11 Brian D. Zimmerman , Joshua Folkins , Olga Vechtomova

The application of mathematics and statistical methods to scholarly communication: scientometrics, has facilitated the systematic analysis of the modern digital tide of literature. This chapter reviews three of such applications:…

Digital Libraries · Computer Science 2021-05-26 Julian D. Cortes , Zaida Chinchilla-Rodriguez , Katerina Bohle-Karbonell

Visualization, as a vibrant field for researchers, practitioners, and higher educational institutions, is growing and evolving very rapidly. Tremendous progress has been made since 1987, the year often cited as the beginning of data…

Human-Computer Interaction · Computer Science 2021-11-30 Xiaoxiao Liu , Mohammad Alharbi , Joe Best , Jian Chen , Alexandra Diehl , Elif Firat , Dylan Rees , Qiru Wang , Robert S Laramee

Visualizing citation relations with network structures is widely used, but the visual complexity can make it challenging for individual researchers trying to navigate them. We collected data from 18 researchers with an interface that we…

Human-Computer Interaction · Computer Science 2024-12-30 Kiroong Choe , Eunhye Kim , Sangwon Park , Jinwook Seo

Scholarly articles publishing and getting cited has become a way of life for academicians. These scholarly publications shape up the career growth of not only the authors but also of the country, continent and the technological domains.…

Human-Computer Interaction · Computer Science 2016-11-08 Gouri Ginde

An important aspect of a researcher's activities is to find relevant and related publications. The task of a recommender system for scientific publications is to provide a list of papers that match these criteria. Based on the collection of…

Information Retrieval · Computer Science 2014-09-05 Roman Kern , Kris Jack , Michael Granitzer

This study analyzed 16,799 journal papers and 98,773 conference papers published by IEEE Xplore in 2016 to investigate the relationships among usage counts, Mendeley readership, and citations through descriptive, regression, and mediation…

Digital Libraries · Computer Science 2024-01-29 Wencan Tian , Zhichao Fang , Xianwen Wang , Rodrigo Costas

We collected and cleaned a large data set on publications in statistics. The data set consists of the coauthor relationships and citation relationships of 83, 331 papers published in 36 representative journals in statistics, probability,…

Digital Libraries · Computer Science 2022-04-26 Pengsheng Ji , Jiashun Jin , Zheng Tracy Ke , Wanshan Li

The growing number of citations to original publications highlighted their utility across academia, but the dissemination of knowledge from tacit conceptualization to scientific publications and its global applications remains understudied,…

Digital Libraries · Computer Science 2024-08-14 Yuting Liang , Jinfeng Wang

Assessing the influence of a scholar's work is an important task for funding organizations, academic departments, and researchers. Common methods, such as measures of citation counts, can ignore much of the nuance and multidimensionality of…

Human-Computer Interaction · Computer Science 2018-02-20 Jason Portenoy , Jessica Hullman , Jevin D. West

Citation analysis of the scientific literature has been used to study and define disciplinary boundaries, to trace the dissemination of knowledge, and to estimate impact. Co-citation, the frequency with which pairs of publications are…

There are a few prominent practices for conducting reviews of academic literature, including searching for specific keywords on Google Scholar or checking citations from some initial seed paper(s). These approaches serve a critical purpose…

Human-Computer Interaction · Computer Science 2021-10-01 Arpit Narechania , Alireza Karduni , Ryan Wesslen , Emily Wall

How does the collaboration network of researchers coalesce around a scientific topic? What sort of social restructuring occurs as a new field develops? Previous empirical explorations of these questions have examined the evolution of…

Social and Information Networks · Computer Science 2018-01-16 Daniel T. Citron , Samuel F. Way