A Visual Analytics Framework for Distributed Data Analysis Systems

This paper proposes a visual analytics framework that addresses the complex user interactions required through a command-line interface to run analyses in distributed data analysis systems. The visual analytics framework facilitates the user to manage access to the distributed servers, incorporate data from the source, run data-driven analysis, monitor the progress, and explore the result using interactive visualizations. We provide a user interface embedded with generalized functionalities and access protocols and integrate it with a distributed analysis system. To demonstrate our proof of concept, we present two use cases from the earth science and Sustainable Human Building Ecosystem research domain.

READ FULL TEXT
research
09/03/2020

P6: A Declarative Language for Integrating Machine Learning in Visual Analytics

We present P6, a declarative language for building high performance visu...
research
10/16/2020

Active Visual Analytics: Assisted Data Discovery in Interactive Visualizations via Active Search

We propose the Active Visual Analytics technique (ActiveVA), an augmenta...
research
03/02/2021

Coffea-casa: an analysis facility prototype

Data analysis in HEP has often relied on batch systems and event loops; ...
research
12/20/2019

Online Analysis of Distributed Dataflows with Timely Dataflow

We present ST2, an end-to-end solution to analyze distributed dataflows ...
research
08/25/2023

GeoExplainer: A Visual Analytics Framework for Spatial Modeling Contextualization and Report Generation

Geographic regression models of various descriptions are often applied t...
research
01/08/2018

Behavioural Analytics: Beyond Risk-based MFA

This paper investigates how to effectively stop an attacker from using c...
research
08/26/2021

Supercomputing Enabled Deployable Analytics for Disaster Response

First responders and other forward deployed essential workers can benefi...

Please sign up or login with your details

Forgot password? Click here to reset