Literature DB >> 29630069

SOCRAT Platform Design: A Web Architecture for Interactive Visual Analytics Applications.

Alexandr A Kalinin1, Selvam Palanimalai1, Ivo D Dinov1.   

Abstract

The modern web is a successful platform for large scale interactive web applications, including visualizations. However, there are no established design principles for building complex visual analytics (VA) web applications that could efficiently integrate visualizations with data management, computational transformation, hypothesis testing, and knowledge discovery. This imposes a time-consuming design and development process on many researchers and developers. To address these challenges, we consider the design requirements for the development of a module-based VA system architecture, adopting existing practices of large scale web application development. We present the preliminary design and implementation of an open-source platform for Statistics Online Computational Resource Analytical Toolbox (SOCRAT). This platform defines: (1) a specification for an architecture for building VA applications with multi-level modularity, and (2) methods for optimizing module interaction, re-usage, and extension. To demonstrate how this platform can be used to integrate a number of data management, interactive visualization, and analysis tools, we implement an example application for simple VA tasks including raw data input and representation, interactive visualization and analysis.

Entities:  

Keywords:  System Design; Visual Analytics; Web Platform Architecture

Year:  2017        PMID: 29630069      PMCID: PMC5884130          DOI: 10.1145/3077257.3077262

Source DB:  PubMed          Journal:  Proc 2nd Workshop Hum Loop Data Anal (2017)


  12 in total

1.  D³: Data-Driven Documents.

Authors:  Michael Bostock; Vadim Ogievetsky; Jeffrey Heer
Journal:  IEEE Trans Vis Comput Graph       Date:  2011-12       Impact factor: 4.579

2.  The case for open computer programs.

Authors:  Darrel C Ince; Leslie Hatton; John Graham-Cumming
Journal:  Nature       Date:  2012-02-22       Impact factor: 49.962

3.  Voyager: Exploratory Analysis via Faceted Browsing of Visualization Recommendations.

Authors:  Kanit Wongsuphasawat; Dominik Moritz; Anushka Anand; Jock Mackinlay; Bill Howe; Jeffrey Heer
Journal:  IEEE Trans Vis Comput Graph       Date:  2015-08-12       Impact factor: 4.579

4.  Reactive Vega: A Streaming Dataflow Architecture for Declarative Interactive Visualization.

Authors:  Arvind Satyanarayan; Ryan Russell; Jane Hoffswell; Jeffrey Heer
Journal:  IEEE Trans Vis Comput Graph       Date:  2015-08-12       Impact factor: 4.579

5.  Protovis: a graphical toolkit for visualization.

Authors:  Michael Bostock; Jeffrey Heer
Journal:  IEEE Trans Vis Comput Graph       Date:  2009 Nov-Dec       Impact factor: 4.579

6.  SOCR Analyses - an Instructional Java Web-based Statistical Analysis Toolkit.

Authors:  Annie Chu; Jenny Cui; Ivo D Dinov
Journal:  J Online Learn Teach       Date:  2009-03-01

7.  Vega-Lite: A Grammar of Interactive Graphics.

Authors:  Arvind Satyanarayan; Dominik Moritz; Kanit Wongsuphasawat; Jeffrey Heer
Journal:  IEEE Trans Vis Comput Graph       Date:  2017-01       Impact factor: 4.579

8.  SOCR Motion Charts: An Efficient, Open-Source, Interactive and Dynamic Applet for Visualizing Longitudinal Multivariate Data.

Authors:  Jameel Al-Aziz; Nicolas Christou; Ivo D Dinov
Journal:  J Stat Educ       Date:  2010

9.  Web-based tools for modelling and analysis of multivariate data: California ozone pollution activity.

Authors:  Ivo D Dinov; Nicolas Christou
Journal:  Int J Math Educ Sci Technol       Date:  2011-09-01

10.  SOCR data dashboard: an integrated big data archive mashing medicare, labor, census and econometric information.

Authors:  Syed S Husain; Alexandr Kalinin; Anh Truong; Ivo D Dinov
Journal:  J Big Data       Date:  2015
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  3 in total

Review 1.  Deep learning in pharmacogenomics: from gene regulation to patient stratification.

Authors:  Alexandr A Kalinin; Gerald A Higgins; Narathip Reamaroon; Sayedmohammadreza Soroushmehr; Ari Allyn-Feuer; Ivo D Dinov; Kayvan Najarian; Brian D Athey
Journal:  Pharmacogenomics       Date:  2018-04-26       Impact factor: 2.533

2.  3D Shape Modeling for Cell Nuclear Morphological Analysis and Classification.

Authors:  Alexandr A Kalinin; Ari Allyn-Feuer; Alex Ade; Gordon-Victor Fon; Walter Meixner; David Dilworth; Syed S Husain; Jeffrey R de Wet; Gerald A Higgins; Gen Zheng; Amy Creekmore; John W Wiley; James E Verdone; Robert W Veltri; Kenneth J Pienta; Donald S Coffey; Brian D Athey; Ivo D Dinov
Journal:  Sci Rep       Date:  2018-09-12       Impact factor: 4.379

3.  Valproic acid-induced changes of 4D nuclear morphology in astrocyte cells.

Authors:  Alexandr A Kalinin; Xinhai Hou; Alex S Ade; Gordon-Victor Fon; Walter Meixner; Gerald A Higgins; Jonathan Z Sexton; Xiang Wan; Ivo D Dinov; Matthew J O'Meara; Brian D Athey
Journal:  Mol Biol Cell       Date:  2021-04-28       Impact factor: 4.138

  3 in total

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