Knowledge Discovery in Big Data from Astronomy and Earth Observation —— Astrogeoinformatics

----- 来自天文学和地球观测的大数据知识发现：天文地理信息学

ISBN: 9780128191545 出版年：2020 页码：474 Elsevier Science_RM

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. Finally, the book offers insight into the emerging science which combines data and expertise from both fields in studying the effect of cosmos on the earth and its inhabitants.Addresses both astronomy and geosciences in parallel, from a big data perspectiveIncludes introductory information, key principles, applications and the latest techniquesWell-supported by computing and information science-oriented chapters to introduce the necessary knowledge in these fields