Knowledge Discovery in Big Data from Astronomy and Earth Observation: Astrogeoinformatics – Ebook PDF Instant Delivery – ISBN(s): 9780128191545,0128191546
Product details:
- ISBN-13: 9780128191545
- Author: Petr Skoda, Fathalrahman Adam
Knowledge Discovery in Big Data from Astronomy and Earth Observation: Astrogeoinformatics bridges the gap between astronomy and geoscience in the context of applications, techniques and key principles of big data. Machine learning and parallel computing are increasingly becoming cross-disciplinary as the phenomena of Big Data is becoming common place. This book provides insight into the common workflows and data science tools used for big data in astronomy and geoscience. After establishing similarity in data gathering, pre-processing and handling, the data science aspects are illustrated in the context of both fields. Software, hardware and algorithms of big data are addressed.
Table of contents:
Part I: Data
1. Methodologies for Knowledge Discovery Processes in Context of AstroGeoInformatics
2. Historical Background of Big Data in Astro and Geo Context
Part II: Information
3. AstroGeoInformatics: From Data Acquisition to Further Application
4. Synergy in Astronomy and Geosciences
5. Surveys, Catalogues, Databases, and Archives of Astronomical Data
6. Surveys, Catalogues, Databases/Archives, and State-of-the-Art Methods for Geoscience Data Processing
7. High-Performance Techniques for Big Data Processing
8. Query Processing and Access Methods for Big Astro and Geo Databases
9. Real-Time Stream Processing in Astronomy
Part III: Knowledge
10. Time Series
11. Advanced Time Series Analysis of Generally Irregularly Spaced Signals: Beyond the Oversimplified Methods
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