Visualization of omics data for systems biology

N Gehlenborg, SI O'donoghue, NS Baliga… - Nature …, 2010 - nature.com
High-throughput studies of biological systems are rapidly accumulating a wealth of'omics'-
scale data. Visualization is a key aspect of both the analysis and understanding of these …

Research directions in data wrangling: Visualizations and transformations for usable and credible data

S Kandel, J Heer, C Plaisant, J Kennedy… - Information …, 2011 - journals.sagepub.com
In spite of advances in technologies for working with data, analysts still spend an inordinate
amount of time diagnosing data quality issues and manipulating data into a usable form …

Human-AI collaboration in data science: Exploring data scientists' perceptions of automated AI

D Wang, JD Weisz, M Muller, P Ram, W Geyer… - Proceedings of the …, 2019 - dl.acm.org
The rapid advancement of artificial intelligence (AI) is changing our lives in many ways. One
application domain is data science. New techniques in automating the creation of AI, known …

How do data science workers collaborate? roles, workflows, and tools

AX Zhang, M Muller, D Wang - Proceedings of the ACM on Human …, 2020 - dl.acm.org
Today, the prominence of data science within organizations has given rise to teams of data
science workers collaborating on extracting insights from data, as opposed to individual data …

Narrative visualization: Telling stories with data

E Segel, J Heer - IEEE transactions on visualization and …, 2010 - ieeexplore.ieee.org
Data visualization is regularly promoted for its ability to reveal stories within data, yet these
“data stories” differ in important ways from traditional forms of storytelling. Storytellers …

The effects of interactive latency on exploratory visual analysis

Z Liu, J Heer - IEEE transactions on visualization and computer …, 2014 - ieeexplore.ieee.org
To support effective exploration, it is often stated that interactive visualizations should
provide rapid response times. However, the effects of interactive latency on the process and …

Empirical studies in information visualization: Seven scenarios

H Lam, E Bertini, P Isenberg, C Plaisant… - IEEE transactions on …, 2011 - ieeexplore.ieee.org
We take a new, scenario-based look at evaluation in information visualization. Our seven
scenarios, evaluating visual data analysis and reasoning, evaluating user performance …

Manyeyes: a site for visualization at internet scale

FB Viegas, M Wattenberg, F Van Ham… - IEEE transactions on …, 2007 - ieeexplore.ieee.org
We describe the design and deployment of Many Eyes, a public Web site where users may
upload data, create interactive visualizations, and carry on discussions. The goal of the site …

Evaluating information visualizations

S Carpendale - Information visualization: Human-centered issues and …, 2008 - Springer
Information visualization research is becoming more established, and as a result, it is
becoming increasingly important that research in this field is validated. With the general …

Collaborative visualization: Definition, challenges, and research agenda

P Isenberg, N Elmqvist, J Scholtz… - Information …, 2011 - journals.sagepub.com
The conflux of two growing areas of technology–collaboration and visualization–into a new
research direction, collaborative visualization, provides new research challenges …