Spatial Data Analysis in Ecology and Agriculture Using R
暫譯: 使用 R 進行生態與農業的空間數據分析
Plant, Richard E.
- 出版商: CRC
- 出版日期: 2020-12-18
- 售價: $2,200
- 貴賓價: 9.5 折 $2,090
- 語言: 英文
- 頁數: 684
- 裝訂: Quality Paper - also called trade paper
- ISBN: 0367732327
- ISBN-13: 9780367732325
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相關分類:
Data Science
海外代購書籍(需單獨結帳)
商品描述
Key features:
- Unique in its combination of serving as an introduction to spatial statistics and to modeling agricultural and ecological data using R
- Provides exercises in each chapter to facilitate the book's use as a course textbook or for self-study
- Adds new material on generalized additive models, point pattern analysis, and new methods of Bayesian analysis of spatial data.
- Includes a completely revised chapter on the analysis of spatiotemporal data featuring recently introduced software and methods
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Updates its coverage of R software including newly introduced packages
Spatial Data Analysis in Ecology and Agriculture Using R, 2nd Edition provides practical instruction on the use of the R programming language to analyze spatial data arising from research in ecology, agriculture, and environmental science. Readers have praised the book's practical coverage of spatial statistics, real-world examples, and user-friendly approach in presenting and explaining R code, aspects maintained in this update. Using data sets from cultivated and uncultivated ecosystems, the book guides the reader through the analysis of each data set, including setting research objectives, designing the sampling plan, data quality control, exploratory and confirmatory data analysis, and drawing scientific conclusions.
Additional material to accompany the book, on both analyzing satellite data and on multivariate analysis, can be accessed at https: //www.plantsciences.ucdavis.edu/plant/additionaltopics.htm.
商品描述(中文翻譯)
**主要特點：**
- 獨特地結合了作為空間統計學的入門以及使用 R 語言建模農業和生態數據的功能
- 每章提供練習題，以便將本書用作課程教材或自學
- 新增有關廣義加法模型、點模式分析以及空間數據的貝葉斯分析新方法的材料
- 包含完全修訂的時空數據分析章節，介紹最近推出的軟體和方法
- 更新 R 語言軟體的涵蓋範圍，包括新推出的套件
《使用 R 的生態學和農業中的空間數據分析（第二版）》提供了有關使用 R 程式語言分析來自生態學、農業和環境科學研究的空間數據的實用指導。讀者讚揚本書對空間統計學的實用涵蓋、真實世界的例子以及以用戶友好的方式呈現和解釋 R 代碼的方式，這些特點在此次更新中得以保留。書中使用來自耕作和未耕作生態系統的數據集，指導讀者分析每個數據集，包括設定研究目標、設計抽樣計劃、數據質量控制、探索性和確認性數據分析，以及得出科學結論。
本書的附加材料，包括分析衛星數據和多變量分析的內容，可以在 https://www.plantsciences.ucdavis.edu/plant/additionaltopics.htm 獲得。
作者簡介
Richard E. Plant received his Ph.D. in Theoretical and Applied Mechanics from Cornell University in 1975. After receiving his Ph.D., he joined the Mathematics Department at the University of California, Davis. Recognizing the opportunity to work with researchers at one of the world's leading agricultural institutions, he transferred his research effort from nerve membrane modeling to problems in agriculture.
He has received awards from the Division of Agriculture and Natural Resources of the University of California and hte American Society of Agronomy for his work in the application of academic research methods to the resolution of important agricultural problems. He was awarded a Fulbright Fellowship to carry out research in rice production in Uruguay, some of which serves as one of the case studies in his book. He is a Professor Emeritus of Biological and Agricultural Engineering and Plant Sciences at the University of California, Davis. His research interests include the application of systems analysis, geographic information systems, and statistical models to landscape level problems in crop production and resource management.
作者簡介(中文翻譯)
理查德·E·普蘭特（Richard E. Plant）於1975年在康奈爾大學獲得理論與應用力學博士學位。獲得博士學位後，他加入加州大學戴維斯分校的數學系。由於認識到與世界頂尖農業機構的研究人員合作的機會，他將研究重心從神經膜建模轉向農業問題。
他因在將學術研究方法應用於解決重要農業問題方面的工作而獲得加州大學農業與自然資源部門及美國農藝學會的獎項。他獲得富布賴特獎學金，在烏拉圭進行稻米生產的研究，其中一些研究成果成為他書中的案例研究。他是加州大學戴維斯分校生物與農業工程及植物科學的名譽教授。他的研究興趣包括系統分析、地理資訊系統和統計模型在作物生產和資源管理的景觀層級問題中的應用。
