Large-Scale Machine Learning in the Earth Sciences

Large-Scale Machine Learning in the Earth Sciences

2017 | ISBN: 1498703879 | English | 226 Pages | PDF | 22 MB

Large-Scale Machine Learning in the Earth Sciences provides researchers and practitioners with a broad overview of some of the key challenges in the intersection of Earth science, computer science, statistics, and related fields. It explores a wide range of topics and provides a compilation of recent research in the application of machine learning in the field of Earth Science.

Making predictions based on observational data is a theme of the book, and the book includes chapters on the use of network science to understand and discover teleconnections in extreme climate and weather events, as well as using structured estimation in high dimensions. The use of ensemble machine learning models to combine predictions of global climate models using information from spatial and temporal patterns is also explored.

The second part of the book features a discussion on statistical downscaling in climate with state-of-the-art scalable machine learning, as well as an overview of methods to understand and predict the proliferation of biological species due to changes in environmental conditions. The problem of using large-scale machine learning to study the formation of tornadoes is also explored in depth.

The last part of the book covers the use of deep learning algorithms to classify images that have very high resolution, as well as the unmixing of spectral signals in remote sensing images of land cover. The authors also apply long-tail distributions to geoscience resources, in the final chapter of the book.


[Fast Download] Large-Scale Machine Learning in the Earth Sciences

Ebooks related to "Large-Scale Machine Learning in the Earth Sciences" :
Beyond The Back Yard: Instructor's Guide
Becoming a Music Teacher: From Student to Practitioner
Statistical Analysis of Contingency Tables
Acting and Character Animation: The Art of Animated Films, Acting and Visualizing
Educational Praxis in Development Education
Critical Thinking
Complex Networks: Structure, Robustness and Function
Sailboat Electrical Systems: Improvement, Wiring, and Repair
Wie Mann Frauen anspricht...: Mit der Absicht, sie ins Bett zu bekommen!
Al Jazeera English: Global News in a Changing World
Copyright Disclaimer:
This site does not store any files on its server. We only index and link to content provided by other sites. Please contact the content providers to delete copyright contents if any and email us, we'll remove relevant links or contents immediately.