Customer and Business Analytics: Applied Data Mining for Business Decision Making Using R (Hardcover)
暫譯: 客戶與商業分析:使用 R 進行商業決策的應用數據挖掘 (精裝版)
Daniel S. Putler
- 出版商: CRC
- 出版日期: 2012-05-07
- 售價: $2,206
- 貴賓價: 9.5 折 $2,096
- 語言: 英文
- 頁數: 316
- 裝訂: Paperback
- ISBN: 1466503963
- ISBN-13: 9781466503960
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相關分類:
R 語言、Data-mining
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商品描述
Customer and Business Analytics: Applied Data Mining for Business Decision Making Using R explains and demonstrates, via the accompanying open-source software, how advanced analytical tools can address various business problems. It also gives insight into some of the challenges faced when deploying these tools. Extensively classroom-tested, the text is ideal for students in customer and business analytics or applied data mining as well as professionals in small- to medium-sized organizations.
The book offers an intuitive understanding of how different analytics algorithms work. Where necessary, the authors explain the underlying mathematics in an accessible manner. Each technique presented includes a detailed tutorial that enables hands-on experience with real data. The authors also discuss issues often encountered in applied data mining projects and present the CRISP-DM process model as a practical framework for organizing these projects.
Showing how data mining can improve the performance of organizations, this book and its R-based software provide the skills and tools needed to successfully develop advanced analytics capabilities.
商品描述(中文翻譯)
《客戶與商業分析:使用 R 進行商業決策的應用數據挖掘》解釋並展示了如何通過附帶的開源軟體,利用先進的分析工具來解決各種商業問題。它還提供了在部署這些工具時所面臨的一些挑戰的見解。這本書經過廣泛的課堂測試,非常適合學習客戶與商業分析或應用數據挖掘的學生,以及中小型組織的專業人士。
本書提供了對不同分析算法運作方式的直觀理解。在必要時,作者以易於理解的方式解釋了基礎數學。每種技術都包括詳細的教程,使讀者能夠使用真實數據進行實踐。作者還討論了在應用數據挖掘項目中經常遇到的問題,並提出了 CRISP-DM 流程模型,作為組織這些項目的實用框架。
本書展示了數據挖掘如何改善組織的表現,並提供了基於 R 的軟體,提供成功開發先進分析能力所需的技能和工具。