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Imputation Methods for Missing Hydrometeorological Data Estimation / by Ramesh S.V. Teegavarapu.
- Format:
- Book
- Author/Creator:
- Teegavarapu, Ramesh S. V.
- Series:
- Water Science and Technology Library, 1872-4663 ; 108
- Language:
- English
- Subjects (All):
- Water.
- Hydrology.
- Statistics.
- Data mining.
- Engineering--Data processing.
- Engineering.
- Data Mining and Knowledge Discovery.
- Data Engineering.
- Local Subjects:
- Water.
- Statistics.
- Data Mining and Knowledge Discovery.
- Data Engineering.
- Physical Description:
- 1 online resource (532 pages)
- Edition:
- 1st ed. 2024.
- Place of Publication:
- Cham : Springer International Publishing : Imprint: Springer, 2024.
- Summary:
- This book serves as a unique reference that provides a comprehensive discussion about the state-of-the-art spatial and temporal, statistical, and data mining methods for imputation of missing hydrometeorological data. The primary audience for this book are researchers, scientists, graduate-level and higher students, modelers, data scientists working in hydrological, meteorological, climatological, and earth sciences. Data analysts in other disciplines will also be interested in this book. The book appeals to graduate students, researchers in civil and environmental engineering, geosciences, climatology, and hydrological and data sciences. It will be an ideal reference book for state and federal agencies that collect and process hydrometeorological and climatological data. Engineering professionals, hydrologists, meteorologists, and data and spatial analysts dealing with large hydrometeorological datasets. Researchers and modelers involve in the development of long-term datasets at national and international institutions. .
- Contents:
- Introduction to Missing Data
- Methods for Imputation of Missing Data
- Temporal Interpolation Methods
- Spatial Interpolation Methods
- Data Driven Modes for Imputation
- Multiple Imputation Methods
- Evaluation of Methods and Imputed Data.
- Other Format:
- Print version: Teegavarapu, Ramesh S. V. Imputation Methods for Missing Hydrometeorological Data Estimation
- ISBN:
- 9783031609466
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