Big data mining for climate change

by Zhang, Zhihua

Type Book

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Title Statements

Full title :Big data mining for climate change / Zhihua Zhang, Jianping Li.

Edition Statements

Publication Date:2019.

Publication Statements

Publisher(s):Elsevier
Place of Publication:Amsterdam
Language:eng
Publication Date:2019.

The Physical Object

Description:1 online resource (346 pages)

Edition Identifiers

ISBN:9780128187043, 0128187042
oclc:on1311346399
LC Classification:QC981
Dewey Decimal:333.7

Front Cover; Big Data Mining for Climate Change; Copyright; Contents; Preface; 1 Big climate data; 1.1 Big data sources; 1.1.1 Earth observation big data; 1.1.2 Climate simulation big data; 1.2 Statistical and dynamical downscaling; 1.3 Data assimilation; 1.3.1 Cressman analysis; 1.3.2 Optimal interpolation analysis; 1.3.3 Three-dimensional variational analysis; 1.3.4 Four-dimensional variational analysis; 1.4 Cloud platforms; 1.4.1 Cloud storage; 1.4.2 Cloud computing; Further reading; 2 Feature extraction of big climate data; 2.1 Clustering; 2.1.1 K-means clustering.

2.1.2 Hierarchical clustering2.2 Hidden Markov model; 2.3 Expectation maximization; 2.4 Decision trees and random forests; 2.5 Ridge and lasso regressions; 2.6 Linear and quadratic discriminant analysis; 2.6.1 Bayes classi er; 2.6.2 Linear discriminant analysis; 2.6.3 Quadratic discriminant analysis; 2.7 Support vector machines; 2.7.1 Maximal margin classi er; 2.7.2 Support vector classi ers; 2.7.3 Support vector machines; 2.8 Rainfall estimation; 2.9 Flood susceptibility; 2.10 Crop recognition; Further reading; 3 Deep learning for climate patterns; 3.1 Structure of neural networks.

3.2 Back propagation neural net…