Spatial Analysis with R: Statistics, Visualization, and Computational Methods

Oyana, Tonny J.

  • 出版商: CRC
  • 出版日期: 2020-09-01
  • 售價: $3,480
  • 貴賓價: 9.5$3,306
  • 語言: 英文
  • 頁數: 334
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 0367860856
  • ISBN-13: 9780367860851
  • 相關分類: R 語言機率統計學 Probability-and-statistics
  • 下單後立即進貨 (約2~4週)

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商品描述

In the five years since the publication of the first edition of Spatial Analysis: Statistics, Visualization, and Computational Methods, many new developments have taken shape regarding the implementation of new tools and methods for spatial analysis with R. The use and growth of artificial intelligence, machine learning and deep learning algorithms with a spatial perspective, and the interdisciplinary use of spatial analysis are all covered in this second edition along with traditional statistical methods and algorithms to provide a concept-based problem-solving learning approach to mastering practical spatial analysis. Spatial Analysis with R: Statistics, Visualization, and Computational Methods, Second Edition provides a balance between concepts and practicums of spatial statistics with a comprehensive coverage of the most important approaches to understand spatial data, analyze spatial relationships and patterns, and predict spatial processes.

New in the Second Edition:

  • Includes new practical exercises and worked-out examples using R
  • Presents a wide range of hands-on spatial analysis worktables and lab exercises
  • All chapters are revised and include new illustrations of different concepts using data from environmental and social sciences
  • Expanded material on spatiotemporal methods, visual analytics methods, data science, and computational methods
  • Explains big data, data management, and data mining

This second edition of an established textbook, with new datasets, insights, excellent illustrations, and numerous examples with R, is perfect for senior undergraduate and first-year graduate students in geography and the geosciences.

作者簡介

Professor Tonny J. Oyana received his Ph.D. and his postdoctoral training from the University of Buffalo, New York, USA. He currently serves as the College Principal at the Makerere University College of Computing and Information Science, Kampala, Uganda. He has served for over 20 years in several academic positions at the Southern Illinois University Carbondale and University of Tennessee Health Science Center, Memphis, USA. His research focuses on establishing whether there is a link between environmental health and exposure; advancing GIS methods, algorithm design, and spatial analytical methods; and understanding the factors that contribute toward land systems change. He has authored or co-authored more than 100 scientific works.