Literature DB >> 21479108

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

Jameel Al-Aziz1, Nicolas Christou, Ivo D Dinov.   

Abstract

The amount, complexity and provenance of data have dramatically increased in the past five years. Visualization of observed and simulated data is a critical component of any social, environmental, biomedical or scientific quest. Dynamic, exploratory and interactive visualization of multivariate data, without preprocessing by dimensionality reduction, remains a nearly insurmountable challenge. The Statistics Online Computational Resource (www.SOCR.ucla.edu) provides portable online aids for probability and statistics education, technology-based instruction and statistical computing. We have developed a new Java-based infrastructure, SOCR Motion Charts, for discovery-based exploratory analysis of multivariate data. This interactive data visualization tool enables the visualization of high-dimensional longitudinal data. SOCR Motion Charts allows mapping of ordinal, nominal and quantitative variables onto time, 2D axes, size, colors, glyphs and appearance characteristics, which facilitates the interactive display of multidimensional data. We validated this new visualization paradigm using several publicly available multivariate datasets including Ice-Thickness, Housing Prices, Consumer Price Index, and California Ozone Data. SOCR Motion Charts is designed using object-oriented programming, implemented as a Java Web-applet and is available to the entire community on the web at www.socr.ucla.edu/SOCR_MotionCharts. It can be used as an instructional tool for rendering and interrogating high-dimensional data in the classroom, as well as a research tool for exploratory data analysis.

Entities:  

Year:  2010        PMID: 21479108      PMCID: PMC3071754          DOI: 10.1080/10691898.2010.11889581

Source DB:  PubMed          Journal:  J Stat Educ        ISSN: 1069-1898


  7 in total

1.  Diagnosis and management of subsegmental pulmonary embolism.

Authors:  G Le Gal; M Righini; F Parent; M van Strijen; F Couturaud
Journal:  J Thromb Haemost       Date:  2006-04       Impact factor: 5.824

2.  LONI visualization environment.

Authors:  Ivo D Dinov; Daniel Valentino; Bae Cheol Shin; Fotios Konstantinidis; Guogang Hu; Allan MacKenzie-Graham; Erh-Fang Lee; David Shattuck; Jeff Ma; Craig Schwartz; Arthur W Toga
Journal:  J Digit Imaging       Date:  2006-06       Impact factor: 4.056

Review 3.  Advances in proteomics data analysis and display using an accurate mass and time tag approach.

Authors:  Jennifer S D Zimmer; Matthew E Monroe; Wei-Jun Qian; Richard D Smith
Journal:  Mass Spectrom Rev       Date:  2006 May-Jun       Impact factor: 10.946

4.  Toward a national framework for the secondary use of health data: an American Medical Informatics Association White Paper.

Authors:  Charles Safran; Meryl Bloomrosen; W Edward Hammond; Steven Labkoff; Suzanne Markel-Fox; Paul C Tang; Don E Detmer
Journal:  J Am Med Inform Assoc       Date:  2006-10-31       Impact factor: 4.497

5.  Pedagogical Utilization and Assessment of the Statistic Online Computational Resource in Introductory Probability and Statistics Courses.

Authors:  Ivo D Dinov; Juana Sanchez; Nicolas Christou
Journal:  Comput Educ       Date:  2008-01-01       Impact factor: 8.538

6.  Statistics Online Computational Resource for Education.

Authors:  Ivo D Dinov; Nicolas Christou
Journal:  Teach Stat       Date:  2009-05

7.  Law of Large Numbers: the Theory, Applications and Technology-based Education.

Authors:  Ivo D Dinov; Nicolas Christou; Robert Gould
Journal:  J Stat Educ       Date:  2009-03
  7 in total
  10 in total

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

Authors:  Alexandr A Kalinin; Selvam Palanimalai; Ivo D Dinov
Journal:  Proc 2nd Workshop Hum Loop Data Anal (2017)       Date:  2017-04

2.  Technology-enhanced Interactive Teaching of Marginal, Joint and Conditional Probabilities: The Special Case of Bivariate Normal Distribution.

Authors:  Ivo D Dinov; Scott Kamino; Bilal Bhakhrani; Nicolas Christou
Journal:  Teach Stat       Date:  2013

3.  Randomization-Based Statistical Inference: A Resampling and Simulation Infrastructure.

Authors:  Ivo D Dinov; Selvam Palanimalai; Ashwini Khare; Nicolas Christou
Journal:  Teach Stat       Date:  2018-04-11

4.  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

5.  Structural Neuroimaging Genetics Interactions in Alzheimer's Disease.

Authors:  Seok Woo Moon; Ivo D Dinov; Jaebum Kim; Alen Zamanyan; Sam Hobel; Paul M Thompson; Arthur W Toga
Journal:  J Alzheimers Dis       Date:  2015       Impact factor: 4.472

6.  Confidence interval based parameter estimation--a new SOCR applet and activity.

Authors:  Nicolas Christou; Ivo D Dinov
Journal:  PLoS One       Date:  2011-05-31       Impact factor: 3.240

7.  Gene interactions and structural brain change in early-onset Alzheimer's disease subjects using the pipeline environment.

Authors:  Seok Woo Moon; Ivo D Dinov; Alen Zamanyan; Ran Shi; Alex Genco; Sam Hobel; Paul M Thompson; Arthur W Toga
Journal:  Psychiatry Investig       Date:  2015-01-12       Impact factor: 2.505

Review 8.  Methodological challenges and analytic opportunities for modeling and interpreting Big Healthcare Data.

Authors:  Ivo D Dinov
Journal:  Gigascience       Date:  2016-02-25       Impact factor: 6.524

9.  Analysis of Binary Multivariate Longitudinal Data via 2-Dimensional Orbits: An Application to the Agincourt Health and Socio-Demographic Surveillance System in South Africa.

Authors:  Maria Vivien Visaya; David Sherwell; Benn Sartorius; Fabien Cromieres
Journal:  PLoS One       Date:  2015-04-28       Impact factor: 3.240

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
  10 in total

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