
Spatiotemporal Analysis of Air Pollution and Its Application in Public Health
Description
Key Features
- Introduces readers to the benefits and uses of geo-spatiotemporal analyses of big data to reveal new and greater understanding of the intersection of air pollution and health
- Ties in machine learning to improve speed and efficacy of data models
- Includes developing visualizations, historical data, and real-time air pollution in large geographic areas
Readership
Researchers, students and practitioners in Atmospheric Science and other related sciences studying impacts of Air Pollution
Table of Contents
1. Introduction to Spatiotemporal Variations of Air Pollutants and related Public Health Impacts
2. Illustrations of Statistical Analysis for Air Pollution Data
3. Case Study: Does PM2.5 Contribute to the Incidence of Lung and Bronchial Cancers in the U.S.?
4. Bayesian Modeling for Linkage between Air Pollution and Population Health
5. Machine Learning for Spatiotemporal Big Data in Air Pollution
6. Integrate Machine Learning and Geostatistics for High Resolution Mapping of Gound-level PM2.5 Concentrations
7. Spatiotemporal Interpolation Methods for Air Pollution
8. Sensing Air Quality: Spatiotemporal Interpolation and Visualization of Real-time Air Pollution Data in the Contiguous U.S.
9. Assessment Methods for Air Pollution Exposure
10. Applying LUR Model to Estimate Spatial Variation of PM2.5 in Greater Bay Area, China
11. Analysis of Exposure to Ambient Air Pollution: the Link Between Environmental Exposure and Children’s School Performance in Memphis, TN
12. Concentrating Risk? The Geographic Concentration of Health Risk from Industrial Air Toxins Across America
13. Travel-related exposure to air pollution and its socio-environmental inequalities: Evidence from a week-long GPS-based travel diary dataset
Product details
- No. of pages: 328
- Language: English
- Copyright: © Elsevier 2019
- Published: November 13, 2019
- Imprint: Elsevier
- Paperback ISBN: 9780128158227
- eBook ISBN: 9780128165263
About the Editors
Lixin Li
Affiliations and Expertise
Xiaolu Zhou
Affiliations and Expertise
Weitian Tong
Affiliations and Expertise
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