RStudio for R Statistical Computing Cookbook

Andrea Cirillo

RStudio for R Statistical Computing Cookbook
  • 出版商: Packt Publishing
  • 出版日期: 2016-04-28
  • 售價: $1,860
  • 貴賓價: 9.5 折 $1,767
  • 語言: 英文
  • 頁數: 246
  • 裝訂: Paperback
  • ISBN: 1784391034
  • ISBN-13: 9781784391034
  • 相關分類: R 語言

    • 海外代購書籍(需單獨結帳)

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商品描述

Key Features

  • 54 useful and practical tasks to improve working systems
  • Includes optimizing performance and reliability or uptime, reporting, system management tools, interfacing to standard data ports, and so on
  • Offers 10-15 real-life, practical improvements for each user type

Book Description

The requirement of handling complex datasets, performing unprecedented statistical analysis, and providing real-time visualizations to businesses has concerned statisticians and analysts across the globe. RStudio is a useful and powerful tool for statistical analysis that harnesses the power of R for computational statistics, visualization, and data science, in an integrated development environment.

This book is a collection of recipes that will help you learn and understand RStudio features so that you can effectively perform statistical analysis and reporting, code editing, and R development. The first few chapters will teach you how to set up your own data analysis project in RStudio, acquire data from different data sources, and manipulate and clean data for analysis and visualization purposes. You'll get hands-on with various data visualization methods using ggplot2, and you will create interactive and multidimensional visualizations with D3.js. Additional recipes will help you optimize your code; implement various statistical models to manage large datasets; perform text analysis and predictive analysis; and master time series analysis, machine learning, forecasting; and so on. In the final few chapters, you'll learn how to create reports from your analytical application with the full range of static and dynamic reporting tools that are available in RStudio so that you can effectively communicate results and even transform them into interactive web applications.

What you will learn

  • Familiarize yourself with the latest advanced R console features
  • Create advanced and interactive graphics
  • Manage your R project and project files effectively
  • Perform reproducible statistical analyses in your R projects
  • Use RStudio to design predictive models for a specific domain-based application
  • Use RStudio to effectively communicate your analyses results and even publish them to a blog
  • Put yourself on the frontiers of data science and data monetization in R with all the tools that are needed to effectively communicate your results and even transform your work into a data product

About the Author

Andrea Cirillo is currently working as an internal auditor at Intesa Sanpaolo banking group. He gained a lot of financial and external audit experience at Deloitte Touche Tohmatsu and internal audit experience at FNM, a listed Italian company.

His current main responsibilities involve evaluation of credit risk management models and their enhancement mainly within the field of the Basel III capital agreement.

He is married to Francesca and is the father of Tommaso, Gianna, and Zaccaria.

Andrea has written and contributed to a few useful R packages and regularly shares insightful advice and tutorials about R programming.

His research and work mainly focuses on the use of R in the fields of risk management and fraud detection, mainly through modeling custom algorithms and developing interactive applications.

Table of Contents

  1. Acquiring Data for Your Project
  2. Preparing for Analysis – Data Cleansing and Manipulation
  3. Basic Visualization Techniques
  4. Advanced and Interactive Visualization
  5. Power Programming with R
  6. Domain-specific Applications
  7. Developing Static Reports
  8. Dynamic Reporting and Web Application Development

商品描述(中文翻譯)

主要特點


  • 54個有用且實用的任務，以改善工作系統

  • 包括優化性能和可靠性或正常運行時間、報告、系統管理工具、與標準數據端口的接口等

  • 為每種用戶類型提供10-15個實際的改進方法

書籍描述

處理複雜數據集、進行前所未有的統計分析、並向企業提供實時可視化的需求已引起全球統計學家和分析師的關注。RStudio是一個有用且強大的統計分析工具，它利用R的計算統計、可視化和數據科學功能，提供了一個集成開發環境。

本書是一本食譜集，將幫助您學習和理解RStudio的功能，以便您能夠有效地進行統計分析和報告、代碼編輯和R開發。前幾章將教您如何在RStudio中設置自己的數據分析項目，從不同的數據源獲取數據，並對數據進行操作和清理，以進行分析和可視化。您將使用ggplot2進行各種數據可視化方法的實踐，並使用D3.js創建交互式和多維可視化。其他食譜將幫助您優化代碼；實施各種統計模型來管理大型數據集；進行文本分析和預測分析；以及掌握時間序列分析、機器學習、預測等。在最後幾章中，您將學習如何使用RStudio從您的分析應用程序中創建報告，並使用RStudio提供的全套靜態和動態報告工具，有效地傳達結果，甚至將其轉化為交互式網絡應用程序。

您將學到什麼


  • 熟悉最新的高級R控制台功能

  • 創建高級和交互式圖形

  • 有效管理您的R項目和項目文件

  • 在您的R項目中進行可重現的統計分析

  • 使用RStudio為特定領域應用程序設計預測模型

  • 使用RStudio有效地傳達您的分析結果，甚至將其發布到博客上

  • 將自己置於數據科學和數據貨幣化的前沿，擁有一切工具，可以有效地傳達您的結果，甚至將您的工作轉化為數據產品

關於作者

Andrea Cirillo目前在Intesa Sanpaolo銀行集團擔任內部審計師。他在德勤豪瑞會計師事務所獲得了豐富的金融和外部審計經驗，並在FNM（一家上市的意大利公司）擔任內部審計工作。

他目前的主要職責包括評估信用風險管理模型及其在巴塞爾III資本協議領域的增強。

他與Francesca結婚，是Tommaso、Gianna和Zaccaria的父親。

Andrea撰寫並貢獻了一些有用的R包，並定期分享有關R編程的深入見解和教程。

他的研究和工作主要集中在在風險管理和欺詐檢測領域使用R，主要通過建模定制算法和開發交互式應用程序。

目錄


  1. 獲取項目數據

  2. 為分析做準備-數據清理和操作

  3. 基本可視化技術

  4. 高級和交互式可視化

  5. 使用R進行強大的編程

  6. 特定領域應用程序

  7. 開發靜態報告

  8. 動態報告和網絡應用程序開發

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