Knowledge Discovery in Big Data from Astronomy and Earth Observation: Astrogeoinformatics 1st Edition Petr Skoda

Knowledge Discovery in Big Data from Astronomy and Earth Observation: Astrogeoinformatics 1st Edition Petr Skoda – Ebook Instant Download/Delivery ISBN(s): 9780128191545,0128191546,9780128191552, 0128191554

Product details:

• ISBN 10: 0128191554
• ISBN 13:9780128191552
• 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 contents:

Chapter 1: Methodologies for Knowledge Discovery Processes in Context of AstroGeoInformatics

Chapter 2: Historical Background of Big Data in Astro and Geo Context

Chapter 3: AstroGeoInformatics: From Data Acquisition to Further Application

Chapter 4: Synergy in Astronomy and Geosciences

Chapter 5: Surveys, Catalogues, Databases, and Archives of Astronomical Data

Chapter 6: Surveys, Catalogues, Databases/Archives, and State-of-the-Art Methods for Geoscience Data Processing

Chapter 7: High-Performance Techniques for Big Data Processing

Chapter 8: Query Processing and Access Methods for Big Astro and Geo Databases

Chapter 9: Real-Time Stream Processing in Astronomy

Chapter 10: Time Series

Chapter 11: Advanced Time Series Analysis of Generally Irregularly Spaced Signals: Beyond the Oversimplified Methods

Chapter 12: Learning in Big Data: Introduction to Machine Learning

Chapter 13: Deep Learning – an Opportunity and a Challenge for Geo- and Astrophysics

Chapter 14: Astro- and Geoinformatics – Visually Guided Classification of Time Series Data

Chapter 15: When Evolutionary Computing Meets Astro- and Geoinformatics

Chapter 16: Multiwavelength Extragalactic Surveys: Examples of Data Mining

Chapter 17: Applications of Big Data in Astronomy and Geosciences: Algorithms for Photographic Images Processing and Error Elimination

Chapter 18: Big Astronomical Datasets and Discovery of New Celestial Bodies in the Solar System in Automated Mode by the CoLiTec Software

Chapter 19: Big Data for the Magnetic Field Variations in Solar-Terrestrial Physics and Their Wavelet Analysis

Chapter 20: International Database of Neutron Monitor Measurements: Development and Applications

Chapter 21: Monitoring the Earth Ionosphere by Listening to GPS Satellites

Chapter 22: Exploitation of Big Real-Time GNSS Databases for Weather Prediction

Chapter 23: Application of Databases Collected in Ionospheric Observations by VLF/LF Radio Signals

Chapter 24: Influence on Life Applications of a Federated Astro-Geo Database

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