Statistical Data Analysis Explained: Applied Environmental Statistics with R
暫譯: 統計數據分析解說:應用環境統計與 R
Clemens Reimann, Peter Filzmoser, Robert Garrett, Rudolf Dutter
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商品描述
Few books on statistical data analysis in the natural sciences are written at a level that a non-statistician will easily understand. This is a book written in colloquial language, avoiding mathematical formulae as much as possible, trying to explain statistical methods using examples and graphics instead. To use the book efficiently, readers should have some computer experience. The book starts with the simplest of statistical concepts and carries readers forward to a deeper and more extensive understanding of the use of statistics in environmental sciences. The book concerns the application of statistical and other computer methods to the management, analysis and display of spatial data. These data are characterised by including locations (geographic coordinates), which leads to the necessity of using maps to display the data and the results of the statistical methods. Although the book uses examples from applied geochemistry, and a large geochemical survey in particular, the principles and ideas equally well apply to other natural sciences, e.g., environmental sciences, pedology, hydrology, geography, forestry, ecology, and health sciences/epidemiology.
The book is unique because it supplies direct access to software solutions (based on R, the Open Source version of the S-language for statistics) for applied environmental statistics. For all graphics and tables presented in the book, the R-scripts are provided in the form of executable R-scripts. In addition, a graphical user interface for R, called DAS+R, was developed for convenient, fast and interactive data analysis.
Statistical Data Analysis Explained: Applied Environmental Statistics with R provides, on an accompanying website, the software to undertake all the procedures discussed, and the data employed for their description in the book.
商品描述(中文翻譯)
少數關於自然科學中統計數據分析的書籍能以非統計學家的角度輕易理解。本書以口語化的語言撰寫,儘量避免數學公式,試圖透過範例和圖形來解釋統計方法。為了有效使用本書,讀者應具備一定的電腦經驗。本書從最簡單的統計概念開始,帶領讀者深入了解統計在環境科學中的應用。本書涉及統計及其他計算機方法在空間數據的管理、分析和顯示中的應用。這些數據的特徵在於包含位置(地理坐標),這使得使用地圖來顯示數據及統計方法的結果成為必要。雖然本書使用了應用地球化學的範例,特別是一項大型地球化學調查,但這些原則和理念同樣適用於其他自然科學,例如環境科學、土壤學、水文學、地理學、林學、生態學以及健康科學/流行病學。
本書的獨特之處在於提供了直接訪問應用環境統計的軟體解決方案(基於R語言,即統計的開源S語言版本)。書中呈現的所有圖形和表格均提供可執行的R腳本。此外,為了方便、快速和互動的數據分析,開發了一個名為DAS+R的R圖形用戶界面。
《統計數據分析解釋:使用R的應用環境統計》在附屬網站上提供了進行所有討論程序的軟體,以及書中描述所用的數據。
