Hands-On Exploratory Data Analysis with R
暫譯: 使用 R 進行實作探索性資料分析
Datar, Radhika, Garg, Harish
- 出版商: Packt Publishing
- 出版日期: 2019-05-31
- 售價: $1,470
- 貴賓價: 9.5 折 $1,397
- 語言: 英文
- 頁數: 266
- 裝訂: Quality Paper - also called trade paper
- ISBN: 178980437X
- ISBN-13: 9781789804379
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相關分類:
Data Science
海外代購書籍(需單獨結帳)
相關主題
商品描述
Hands-On Exploratory Data Analysis with R will help you build not just a foundation but also expertise in the elementary ways to analyze data. You will learn how to understand your data and summarize its main characteristics. You'll also uncover the structure of your data, and you'll learn graphical and numerical techniques using the R language.
This book covers the entire exploratory data analysis (EDA) process—data collection, generating statistics, distribution, and invalidating the hypothesis. As you progress through the book, you will learn how to set up a data analysis environment with tools such as ggplot2, knitr, and R Markdown, using tools such as DOE Scatter Plot and SML2010 for multifactor, optimization, and regression data problems.
By the end of this book, you will be able to successfully carry out a preliminary investigation on any dataset, identify hidden insights, and present your results in a business context.
商品描述(中文翻譯)
《使用 R 進行實作性探索性資料分析》將幫助您建立不僅是基礎,還有專業知識,以分析資料的基本方法。您將學會如何理解您的資料並總結其主要特徵。您還將揭示資料的結構,並學習使用 R 語言的圖形和數值技術。
本書涵蓋整個探索性資料分析(EDA)過程——資料收集、生成統計數據、分佈以及驗證假設。在您進一步閱讀本書的過程中,您將學會如何設置資料分析環境,使用 ggplot2、knitr 和 R Markdown 等工具,並利用 DOE 散佈圖和 SML2010 等工具來解決多因子、優化和回歸資料問題。
在本書結束時,您將能夠成功地對任何資料集進行初步調查,識別隱藏的見解,並在商業背景下呈現您的結果。