Environmental Data Analysis with MatLab(Hardcover) 2/e
暫譯: 使用MatLab進行環境數據分析(精裝版)第二版

William Menke, Joshua Menke

  • 出版商: Academic Press
  • 出版日期: 2016-03-10
  • 售價: $3,720
  • 貴賓價: 9.5$3,534
  • 語言: 英文
  • 頁數: 342
  • 裝訂: Hardcover
  • ISBN: 0128044888
  • ISBN-13: 9780128044889
  • 相關分類: MatlabData Science
  • 海外代購書籍(需單獨結帳)

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商品描述

Environmental Data Analysis with MatLab is a new edition that expands fundamentally on the original with an expanded tutorial approach, new crib sheets, and problem sets providing a clear learning path for students and researchers working to analyze real data sets in the environmental sciences. Since publication of the bestselling Environmental Data Analysis with MATLAB®, many advances have been made in environmental data analysis. One only has to consider the global warming debate to realize how critically important it is to be able to derive clear conclusions from often noisy data drawn from a broad range of sources. The work teaches the basics of the underlying theory of data analysis and then reinforces that knowledge with carefully chosen, realistic scenarios.

MATLAB®, a commercial data processing environment, is used in these scenarios. Significant content is devoted to teaching how it can be effectively used in an environmental data analysis setting. This new edition, though written in a self-contained way, is supplemented with data and MATLAB® scripts that can be used as a data analysis tutorial.

New features include boxed crib sheets to help identify major results and important formulas and give brief advice on how and when they should be used. Numerical derivatives and integrals are derived and illustrated. Includes log-log plots with further examples of their use. Discusses new datasets on precipitation and stream flow. Topical enhancement applies the chi-squared test to the results of the generalized least squares method. New coverage of cluster analysis and approximation techniques that are widely applied in data analysis, including Taylor Series and low-order polynomial approximations; non-linear least-squares with Newton’s method; and pre-calculation and updating techniques applicable to real time data acquisition.

  • Provides a clear learning path for researchers and students using data analysis techniques which build upon one another, choosing the right order of presentation to substantially aid the reader in learning material
  • Includes crib sheets to summarize the most important data analysis techniques, results, procedures, and formulas, serving to organize the material in such a way that its sequence is more apparent
  • Uses real-world environmental examples and case studies formulated using the readily-available software environment in MATLAB®
  • Includes log-log plots with further examples of their use

商品描述(中文翻譯)

《環境數據分析與 MATLAB》是一本新版本,從根本上擴展了原版,採用擴展的教學方法、新的速查表和問題集,為學生和研究人員提供了一條清晰的學習路徑,以分析環境科學中的真實數據集。自從暢銷書《環境數據分析與 MATLAB®》出版以來,環境數據分析方面已經取得了許多進展。只需考慮全球暖化的辯論,就能意識到從來自廣泛來源的嘈雜數據中得出清晰結論的重要性。本書教授數據分析的基本理論,然後通過精心挑選的現實場景來加強這些知識。

在這些場景中使用了 MATLAB®,這是一個商業數據處理環境。大量內容專注於教授如何在環境數據分析環境中有效使用它。這個新版本雖然以自包含的方式編寫,但附有數據和 MATLAB® 腳本,可用作數據分析教程。

新特性包括框選的速查表,以幫助識別主要結果和重要公式,並提供簡要建議,說明它們應該如何以及何時使用。數值導數和積分被推導並加以說明。包括對數-對數圖及其使用的進一步示例。討論了有關降水和河流流量的新數據集。主題增強將卡方檢驗應用於廣義最小二乘法的結果。新增了聚類分析和廣泛應用於數據分析的近似技術的內容,包括泰勒級數和低階多項式近似;使用牛頓法的非線性最小二乘法;以及適用於實時數據獲取的預計算和更新技術。

- 提供了一條清晰的學習路徑,幫助研究人員和學生使用相互依賴的數據分析技術,選擇合適的呈現順序,以實質性地幫助讀者學習材料
- 包含速查表,總結最重要的數據分析技術、結果、程序和公式,幫助以更明顯的順序組織材料
- 使用現實世界的環境示例和案例研究,利用 MATLAB® 中的現成軟體環境進行編制
- 包含對數-對數圖及其使用的進一步示例