Quantitative Analysis and Modeling of Earth and Environmental Data: Space-Time and Spacetime Data Considerations 1st Edition
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Quantitative Analysis and Modeling of Earth and Environmental Data: Space-Time and Spacetime Data Considerations 1st Editon – Ebook Instant Download/Delivery ISBN(s): 9780128163412,0128163410,9780128163429, 0128163429
Product details:
- ISBN-10: 0128163429
- ISBN-13: 9780128163429
- Author: Jiaping Wu; Junyu He; George Christakos
Quantitative Analysis and Modeling of Earth and Environmental Data: Space-Time and Spacetime Data Considerations introduces the notion of chronotopologic data analysis that offers a systematic, quantitative analysis of multi-sourced data and provides information about the spatial distribution and temporal dynamics of natural attributes (physical, biological, health, social). It includes models and techniques for handling data that may vary by space and/or time, and aims to improve understanding of the physical laws of change underlying the available numerical datasets, while taking into consideration the in-situ uncertainties and relevant measurement errors (conceptual, technical, computational). It considers the synthesis of scientific theory-based methods (stochastic modeling, modern geostatistics) and data-driven techniques (machine learning, artificial neural networks) so that their individual strengths are combined by acting symbiotically and complementing each other.
Table contents:
Chapter 1: Chronotopologic data analysis
Chapter 2: Chronotopology theory
Chapter 3: CTDA methodology
Chapter 4: Chrono-geographic statistics
Chapter 5: Classical geostatistics
Chapter 6: Modern geostatistics
Chapter 7: Chronotopologic interpolation
Chapter 8: Chronotopologic krigology
Chapter 9: Chronotopologic BME estimation
Chapter 10: Studying physical laws
Chapter 11: CTDAby dimensionality reduction
Chapter 12: DIA models
Chapter 13: Syntheses of CTDAtechniques with DIAmodels
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