Knowledge Discovery in Big Data from Astronomy and Earth Observation

<p>Part I: Data</p> <p>1. Methodologies for Knowledge Discovery Processes in Context of AstroGeoInformatics</p> <p>Peter Butka, Peter Bednár, Juliana Ivančáková</p> <p>2. Historical Background of Big Data in Astro and Geo Context</p> <p>Christian Muller<br>　</p> <p>Part II: Information</p> <p>3. AstroGeoInformatics: From Data Acquisition to Further Application</p> <p>Bianca Schoen-Phelan</p> <p>4. Synergy in Astronomy and Geosciences</p> <p>Mikhail Minin, Angelo Pio Rossi</p> <p>5. Surveys, Catalogues, Databases, and Archives of Astronomical Data</p> <p>Irina Vavilova, Ludmila Pakuliak, Iurii Babyk, Andrii Elyiv, Daria Dobrycheva, Olga Melnyk</p> <p>6. Surveys, Catalogues, Databases/Archives, and State-of-the-Art Methods for Geoscience Data Processing</p> <p>Lachezar Filchev, Lyubka Pashova, Vasil Kolev, Stuart Frye</p> <p>7. High-Performance Techniques for Big Data Processing</p> <p>Philipp Neumann, Julian Kunkel</p> <p>8. Query Processing and Access Methods for Big Astro and Geo Databases</p> <p>Karine Zeitouni, Mariem Brahem, Laurent Yeh, Atanas Hristov</p> <p>9. Real-Time Stream Processing in Astronomy</p> <p>Veljko Vujčić, Darko Jevremović<br>　</p> <p>Part III: Knowledge</p> <p>10. Time Series</p> <p>Ashish Mahabal</p> <p>11. Advanced Time Series Analysis of Generally Irregularly Spaced Signals: Beyond the Oversimplified Methods</p> <p>Ivan L. Andronov</p> <p>12. Learning in Big Data: Introduction to Machine Learning</p> <p>Khadija El Bouchefry, Rafael S. de Souza</p> <p>13. Deep Learning – an Opportunity and a Challenge for Geo- and Astrophysics</p> <p>Christian Reimers, Christian Requena-Mesa</p> <p>14. Astro- and Geoinformatics – Visually Guided Classification of Time Series Data</p> <p>Roman Kern, Tarek Al-Ubaidi, Vedran Sabol, Sarah Krebs, Maxim Khodachenko, Manuel Scherf</p> <p>15. When Evolutionary Computing Meets Astro- and Geoinformatics</p> <p>Zaineb Chelly Dagdia, Miroslav Mirchev<br>　</p> <p>Part IV: Wisdom</p> <p>16. Multiwavelength Extragalactic Surveys: Examples of Data Mining</p> <p>Irina Vavilova, Daria Dobrycheva, Maksym Vasylenko, Andrii Elyiv, Olga Melnyk</p> <p>17. Applications of Big Data in Astronomy and Geosciences: Algorithms for Photographic Images Processing and Error Elimination</p> <p>Ludmila Pakuliak, Vitaly Andruk</p> <p>18. Big Astronomical Datasets and Discovery of New Celestial Bodies in the Solar System in Automated Mode by the CoLiTec Software</p> <p>Sergii Khlamov, Vadym Savanevych</p> <p>19. Big Data for the Magnetic Field Variations in Solar-Terrestrial Physics and Their Wavelet Analysis</p> <p>Bozhidar Srebrov, Ognyan Kounchev, Georgi Simeonov</p> <p>20. International Database of Neutron Monitor Measurements: Development and Applications</p> <p>D. Sapundjiev, T. Verhulst, S. Stankov</p> <p>21. Monitoring the Earth Ionosphere by Listening to GPS Satellites</p> <p>Liubov Yankiv-Vitkovska, Stepan Savchuk</p> <p>22. Exploitation of Big Real-Time GNSS Databases for Weather Prediction</p> <p>Nataliya Kablak, Stepan Savchuk</p> <p>23. Application of Databases Collected in Ionospheric Observations by VLF/LF Radio Signals</p> <p>Aleksandra Nina</p> <p>24. Influence on Life Applications of a Federated Astro-Geo Database</p> <p>Christian Muller</p>