R Applications in Earth Sciences: From Soil Data to Climate Time Series Analysis and Modeling
暫譯: R 應用於地球科學：從土壤數據到氣候時間序列分析與建模
Pawlik, Lukasz
商品描述
This textbook helps to understand the real Earth data with the practical application of many handy R tools and techniques. R language and thousands of R packages can be used to solve the most sophisticated scientific problems. The book provides insights to the various approaches to Earth-related data analysis, starting from data preparation and validation, exploratory data analysis, linear regression, and going through time series decomposition, modeling, and prediction. In addition, the book introduces machine learning techniques and their application to some real problems. Along with a profound explanation of the datasets and theoretical considerations of the methods, the book offers a way of solving practical problems lying at the frontline of modern data analysis in physical geography, soils, and climate science.
商品描述(中文翻譯)
這本教科書幫助讀者理解真實的地球數據，並實際應用許多方便的 R 工具和技術。R 語言及數千個 R 套件可用於解決最複雜的科學問題。本書提供了對與地球相關的數據分析的各種方法的見解，從數據準備和驗證、探索性數據分析、線性回歸，並深入探討時間序列分解、建模和預測。此外，本書還介紹了機器學習技術及其在一些實際問題中的應用。除了對數據集和方法的理論考量進行深入解釋外，本書還提供了解決現代物理地理學、土壤學和氣候科學中最前沿的數據分析實際問題的方法。
作者簡介
Lukasz Pawlik is a geographer, geomorphologist, and data scientist. His research encompasses abroad range of topics, from analyses of spatial and soil data, climate time series, geochemistry of fossil deposits, and radiocarbon dating. A majority of his projects and teaching activities at the university are heavily built on and supported by multiple R functionalities, including existing packages, custom functions, and R Markdown documents.
作者簡介(中文翻譯)
Lukasz Pawlik 是一位地理學家、地貌學家和數據科學家。他的研究涵蓋廣泛的主題，包括空間和土壤數據分析、氣候時間序列、化石沉積的地球化學以及放射性碳定年。他在大學的多數項目和教學活動都大量依賴並支持多種 R 的功能，包括現有的套件、自訂函數和 R Markdown 文件。
