Quantitative Analysis and Modeling of Earth and Environmental Data: Space-Time and Spacetime Data Considerations 1st Edition

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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