Literature DB >> 24465054

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

Ivo D Dinov1, Nicolas Christou2.   

Abstract

This article presents a hands-on web-based activity motivated by the relation between human health and ozone pollution in California. This case study is based on multivariate data collected monthly at 20 locations in California between 1980 and 2006. Several strategies and tools for data interrogation and exploratory data analysis, model fitting and statistical inference on these data are presented. All components of this case study (data, tools, activity) are freely available online at: http://wiki.stat.ucla.edu/socr/index.php/SOCR_MotionCharts_CAOzoneData. Several types of exploratory (motion charts, box-and-whisker plots, spider charts) and quantitative (inference, regression, analysis of variance (ANOVA)) data analyses tools are demonstrated. Two specific human health related questions (temporal and geographic effects of ozone pollution) are discussed as motivational challenges.

Entities:  

Keywords:  SOCR; applets; case study; data analysis; ozone pollution; science education; statistics education

Year:  2011        PMID: 24465054      PMCID: PMC3901438          DOI: 10.1080/0020739X.2011.562315

Source DB:  PubMed          Journal:  Int J Math Educ Sci Technol        ISSN: 0020-739X


  11 in total

1.  Long-term ambient ozone concentration and the incidence of asthma in nonsmoking adults: the AHSMOG Study.

Authors:  W F McDonnell; D E Abbey; N Nishino; M D Lebowitz
Journal:  Environ Res       Date:  1999-02       Impact factor: 6.498

2.  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

3.  Statistics Online Computational Resource for Education.

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

4.  SOCR Analyses: Implementation and Demonstration of a New Graphical Statistics Educational Toolkit.

Authors:  Annie Chu; Jenny Cui; Ivo D Dinov
Journal:  J Stat Softw       Date:  2009-04-01       Impact factor: 6.440

5.  Air pollution, health, and socio-economic status: the effect of outdoor air quality on childhood asthma.

Authors:  Matthew J Neidell
Journal:  J Health Econ       Date:  2004-11       Impact factor: 3.883

6.  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

7.  Relationship between air pollution, lung function and asthma in adolescents.

Authors:  Talat Islam; W James Gauderman; Kiros Berhane; Rob McConnell; Ed Avol; John M Peters; Frank D Gilliland
Journal:  Thorax       Date:  2007-05-21       Impact factor: 9.139

8.  Ozone, oxidant defense genes, and risk of asthma during adolescence.

Authors:  Talat Islam; Rob McConnell; W James Gauderman; Ed Avol; John M Peters; Frank D Gilliland
Journal:  Am J Respir Crit Care Med       Date:  2007-11-29       Impact factor: 21.405

Review 9.  Health effects from stratospheric ozone depletion and interactions with climate change.

Authors:  Frank R de Gruijl; Janice Longstreth; Mary Norval; Anthony P Cullen; Harry Slaper; Margaret L Kripke; Yukio Takizawa; Jan C van der Leun
Journal:  Photochem Photobiol Sci       Date:  2003-01       Impact factor: 3.982

10.  Air pollution and bronchitic symptoms in Southern California children with asthma.

Authors:  R McConnell; K Berhane; F Gilliland; S J London; H Vora; E Avol; W J Gauderman; H G Margolis; F Lurmann; D C Thomas; J M Peters
Journal:  Environ Health Perspect       Date:  1999-09       Impact factor: 9.031

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  2 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
  2 in total

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