Large-scale machine learning in the earth sciences. ([2017])
- Record Type:
- Book
- Title:
- Large-scale machine learning in the earth sciences. ([2017])
- Main Title:
- Large-scale machine learning in the earth sciences
- Further Information:
- Note: Edited by Ashok N. Srivastava, Dr. Ramakrishna Nemani, Karsten Steinhaeuser.
- Editors:
- Srivastava, Ashok N (Ashok Narain), 1969-
Nemani, Ramakrishna
Steinhaeuser, Karsten - Contents:
- Cover; Half Title Page ; Series Pages; Title Page ; Copyright Page; Contents; Foreword; Editors; Contributors; Introduction; Chapter 1: Network Science Perspectives on Engineering Adaptation to Climate Change and Weather Extremes; 1.1 Introduction; 1.2 Motivation; 1.3 Network Science in Climate Risk Management; 1.3.1 New Resilience Paradigm; 1.4 Network Technology Stack; 1.5 Case Studies: Telescoping Systems of Systems; 1.6 Conclusion; References; Chapter 2: Structured Estimation in High Dimensions: Applications in Climate; 2.1 Introduction 2.2 Sparse Structured Estimation and Structure Learning2.3 Sparse Group Lasso and Climate Applications; 2.3.1 SGL and Hierarchical Norms; 2.3.2 Experiments; 2.3.2.1 Prediction Accuracy; 2.3.2.2 Variable Selection for Brazil; 2.4 Multitask Sparse Structure Learning and Climate Applications; 2.4.1 Multitask Sparse Structure Learning; 2.4.1.1 Notation and Preliminaries; 2.4.1.2 Structure Estimation; 2.4.1.3 General MSSL Formulation; 2.4.1.4 Parameter Precision Structure; 2.4.1.5 Least Squares Regression; 2.4.1.6 Residual Precision Structure; 2.4.2 Experiments on GCMs Combination; 2.5 Conclusions 4.3.2.3 Kriging4.3.2.4 Analogue Techniques; 4.4 Bridging the Gaps; 4.4.1 Physics-Guided Data Mining; 4.4.2 Advancements in Spatiotemporal Data Mining; 4.4.2.1 Climate Networks for Covariate Selection; 4.4.2.2 Multitask Learning; 4.4.2.3 Mixture of Experts; 4.4.2.4 Downscaling Extremes; 4.4.2.5 Computational Cost; 4.4.3 Deep Learning for SD; 4.4.4Cover; Half Title Page ; Series Pages; Title Page ; Copyright Page; Contents; Foreword; Editors; Contributors; Introduction; Chapter 1: Network Science Perspectives on Engineering Adaptation to Climate Change and Weather Extremes; 1.1 Introduction; 1.2 Motivation; 1.3 Network Science in Climate Risk Management; 1.3.1 New Resilience Paradigm; 1.4 Network Technology Stack; 1.5 Case Studies: Telescoping Systems of Systems; 1.6 Conclusion; References; Chapter 2: Structured Estimation in High Dimensions: Applications in Climate; 2.1 Introduction 2.2 Sparse Structured Estimation and Structure Learning2.3 Sparse Group Lasso and Climate Applications; 2.3.1 SGL and Hierarchical Norms; 2.3.2 Experiments; 2.3.2.1 Prediction Accuracy; 2.3.2.2 Variable Selection for Brazil; 2.4 Multitask Sparse Structure Learning and Climate Applications; 2.4.1 Multitask Sparse Structure Learning; 2.4.1.1 Notation and Preliminaries; 2.4.1.2 Structure Estimation; 2.4.1.3 General MSSL Formulation; 2.4.1.4 Parameter Precision Structure; 2.4.1.5 Least Squares Regression; 2.4.1.6 Residual Precision Structure; 2.4.2 Experiments on GCMs Combination; 2.5 Conclusions 4.3.2.3 Kriging4.3.2.4 Analogue Techniques; 4.4 Bridging the Gaps; 4.4.1 Physics-Guided Data Mining; 4.4.2 Advancements in Spatiotemporal Data Mining; 4.4.2.1 Climate Networks for Covariate Selection; 4.4.2.2 Multitask Learning; 4.4.2.3 Mixture of Experts; 4.4.2.4 Downscaling Extremes; 4.4.2.5 Computational Cost; 4.4.3 Deep Learning for SD; 4.4.4 Case Study: Deep Belief Networks; 4.5 Conclusion; Acknowledgments; References; Chapter 5: Large-Scale Machine Learning for Species Distributions; 5.1 Introduction; 5.2 Theory and Concept; 5.3 Challenges of Learning Species Distributions … (more)
- Publisher Details:
- Boca Raton : CRC Press
- Publication Date:
- 2017
- Copyright Date:
- 2017
- Extent:
- 1 online resource, illustrations (some color)
- Subjects:
- 550.285/6312
Earth sciences -- Computer network resources
Earth sciences -- Data processing
SCIENCE / Earth Sciences / General
SCIENCE / Physics / Geophysics
Electronic books
Electronic books - Languages:
- English
- ISBNs:
- 9781315354460
1315354462
1498703887
9781498703888 - Related ISBNs:
- 9781498703871
1498703879
1315335409 - Notes:
- Note: Includes bibliographical references and index.
Note: Print version record. - Access Rights:
- Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
- Access Usage:
- Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library HMNTS - ELD.DS.168535
- Ingest File:
- 01_075.xml