Machine Learning for Spatial Environmental Data pdf epub mobi txt 电子书 下载 2025
出版者:CRC Pr I Llc
作者:Kanevski, Mikhail
出品人:
页数:400
译者:
出版时间:2009-4
价格:$ 146.84
装帧:HRD
isbn号码:9780849382376
丛书系列:
图书标签:
- Machine Learning
- Spatial Data
- Environmental Science
- Remote Sensing
- Geostatistics
- Spatial Statistics
- Data Mining
- GIS
- Ecology
- Environmental Modeling
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具体描述
This book discusses machine learning algorithms, such as artificial neural networks of different architectures, statistical learning theory, and Support Vector Machines used for the classification and mapping of spatially distributed data. It presents basic geostatistical algorithms as well. The authors describe new trends in machine learning and their application to spatial data. The text also includes real case studies based on environmental and pollution data. It includes a CD-ROM with software that will allow both students and researchers to put the concepts to practice.
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