… multi-modal data analytics from shallow to deep spaces. Throughout this survey, we further
indicate that the critical components for this field go to collaboration, adversarial competition, …

… Non-experts are unlikely to be aware of the implications of different design choices, the
potential of different analytic techniques, and constraints on implementation. New methods and …

… of collaborative visualization, collaborative AR/VR techniques, and immersive analytics. …
Similarly, Keel’s system [34] for collaborative visual analytics provided awareness by inferring in…

… , including interaction designers and graphic designers of all kinds. … designing for perception
to help bridge the gap between specific perception-based guidelines and common design …

… analytic tool enabling visualization tasks in science mapping through a combination of
bibliometrics, visual analytic … , including collaboration network analysis, co-citation analysis, and co…

… This study was not designed to detect whether a machine could identify normal versus … ’t
do a specific learning curve analysis, so we did not look at a step-by-step analysis to see what …

… visual analytics literature by developing Gamut, an interactive visualization system used as
a design … were informed by multiple interviews and collaboration with ML researchers and …

… , researchers in visual analytics design and study tools and … guidelines on using it for
multidisciplinary XAI system design. … case study of a collaborative design and development effort …

… DESIGN IMPLICATIONS In this section, we provide an overview of design implications we
… the need of a sociotechnical and collaborative approach to the design process, and then we …

… , we discuss design implications for supporting data science team collaborations and future
… , we discuss implications and suggest designs of future collaborative tools for data science. …