Making data visualization more efficient and effective: a survey

X Qin, Y Luo, N Tang, G Li - The VLDB Journal, 2020 - Springer
Data visualization is crucial in today's data-driven business world, which has been widely
used for helping decision making that is closely related to major revenues of many industrial …

Characterizing exploratory visual analysis: A literature review and evaluation of analytic provenance in tableau

L Battle, J Heer - Computer graphics forum, 2019 - Wiley Online Library
Supporting exploratory visual analysis (EVA) is a central goal of visualization research, and
yet our understanding of the process is arguably vague and piecemeal. We contribute a …

VizNet: Towards a large-scale visualization learning and benchmarking repository

K Hu, SNS Gaikwad, M Hulsebos, MA Bakker… - Proceedings of the …, 2019 - dl.acm.org
Researchers currently rely on ad hoc datasets to train automated visualization tools and
evaluate the effectiveness of visualization designs. These exemplars often lack the …

Smoke: Fine-grained lineage at interactive speed

F Psallidas, E Wu - arXiv preprint arXiv:1801.07237, 2018 - arxiv.org
Data lineage describes the relationship between individual input and output data items of a
workflow, and has served as an integral ingredient for both traditional (eg, debugging …

A structured review of data management technology for interactive visualization and analysis

L Battle, C Scheidegger - IEEE transactions on visualization …, 2020 - ieeexplore.ieee.org
In the last two decades, interactive visualization and analysis have become a central tool in
data-driven decision making. Concurrently to the contributions in data visualization …

Human-in-the-loop data analysis: A personal perspective

AH Doan - Proceedings of the workshop on human-in-the-loop …, 2018 - dl.acm.org
In the past few years human-in-the-loop data analysis (HILDA) has received significant
growing attention. Most HILDA works have focused on concrete problems. In this paper I …

Evaluating interactive data systems: Survey and case studies

P Rahman, L Jiang, A Nandi - The VLDB Journal, 2020 - Springer
Interactive query interfaces have become a popular tool for ad hoc data analysis and
exploration. Compared with traditional systems that are optimized for throughput or batched …

Towards democratizing relational data visualization

N Tang, E Wu, G Li - Proceedings of the 2019 International Conference …, 2019 - dl.acm.org
The problem of data visualization is to transform data into a visual context such that people
can easily understand the significance of data. Nowadays, data visualization becomes …

Database benchmarking for supporting real-time interactive querying of large data

L Battle, P Eichmann, M Angelini, T Catarci… - Proceedings of the …, 2020 - dl.acm.org
In this paper, we present a new benchmark to validate the suitability of database systems for
interactive visualization workloads. While there exist proposals for evaluating database …

Evaluating visual data analysis systems: A discussion report

L Battle, M Angelini, C Binnig, T Catarci… - Proceedings of the …, 2018 - dl.acm.org
Visual data analysis is a key tool for helping people to make sense of and interact with
massive data sets. However, existing evaluation methods (eg, database benchmarks …