Advantages and Pitfalls of Pattern Recognition: Selected Cases in Geophysics (Volume 3) (Computational Geophysics, Volume 3)
Language: English
Published by Elsevier, 2019
- Softcover
- New

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In English.
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- Title
- Advantages and Pitfalls of Pattern Recognition: Selected Cases in Geophysics (Volume 3) (Computational Geophysics, Volume 3)
- Author
- Langer, Horst; Falsaperla, Susanna; Hammer, Conny
- Publisher
- Elsevier
- Publication year
- 2019
- Condition
- New
- Binding
- Soft cover
- Language
- English
- ISBN 10
- 0128118423
- ISBN 13
- 9780128118429
- Item weight
- 850 grams
Advantages and Pitfalls of Pattern Recognition presents various methods of pattern recognition and classification, useful to geophysicists, geochemists, geologists, geographers, data analysts, and educators and students of geosciences. Scientific and technological progress has dramatically improved the knowledge of our planet with huge amounts of digital data available in various fields of Earth Sciences, such as geology, geophysics, and geography. This has led to a new perspective of data analysis, requiring specific techniques that take several features into consideration rather than single parameters. Pattern recognition techniques offer a suitable key for processing and extracting useful information from the data of multivariate analysis. This book explores both supervised and unsupervised pattern recognition techniques, while providing insight into their application.
- Offers real-world examples of techniques for pattern recognition and handling multivariate data
- Includes examples, applications, and diagrams to enhance understanding
- Provides an introduction and access to relevant software packages
"Synopsis" may belong to another edition of this title.
About the Author
Susanna Falsaperla has a long experience in the application of pattern recognition techniques and was among the first seismologists to apply automatic classification to seismic signals on volcanoes. She has made extensive use of pattern recognition in volcanology to relate multidisciplinary data to volcanic unrest and eruptive activity.
Conny Hammer has worked on automatic classification of seismic signals in continuous data streams and has introduced novel concepts and tools into the seismological community from fields of machine learning (e.g., speech processing). Her automatic recognition tools are currently implemented in daily observatory routines. Besides automatic event detection, she has focused on the application of machine learning tools in seismic site characterization.
"About the title" may belong to another edition of this title.
Ria Christie Collections
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