Commercial Data Mining: Processing, Analysis and Modeling for Predictive Analytics Projects (Paperback)
暫譯: 商業數據挖掘:預測分析專案的處理、分析與建模

David Nettleton

  • 出版商: Morgan Kaufmann
  • 出版日期: 2014-02-19
  • 定價: $1,700
  • 售價: 8.5$1,445
  • 語言: 英文
  • 頁數: 304
  • 裝訂: Paperback
  • ISBN: 0124166024
  • ISBN-13: 9780124166028
  • 相關分類: Data-miningMachine Learning
  • 立即出貨 (庫存 < 3)

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商品描述

Whether you are brand new to data mining or working on your tenth predictive analytics project, Commercial Data Mining will be there for you as an accessible reference outlining the entire process and related themes. In this book, you'll learn that your organization does not need a huge volume of data or a Fortune 500 budget to generate business using existing information assets. Expert author David Nettleton guides you through the process from beginning to end and covers everything from business objectives to data sources, and selection to analysis and predictive modeling.

Commercial Data Mining includes case studies and practical examples from Nettleton's more than 20 years of commercial experience. Real-world cases covering customer loyalty, cross-selling, and audience prediction in industries including insurance, banking, and media illustrate the concepts and techniques explained throughout the book.

  • Illustrates cost-benefit evaluation of potential projects
  • Includes vendor-agnostic advice on what to look for in off-the-shelf solutions as well as tips on building your own data mining tools
  • Approachable reference can be read from cover to cover by readers of all experience levels
  • Includes practical examples and case studies as well as actionable business insights from author's own experience

商品描述(中文翻譯)

無論您是剛接觸資料探勘,還是正在進行第十個預測分析專案,商業資料探勘都將成為您可輕鬆參考的資源,概述整個過程及相關主題。在這本書中,您將了解到,您的組織不需要龐大的數據量或《財富》500強的預算,就能利用現有的信息資產來創造商機。專家作者 David Nettleton 將引導您從頭到尾的過程,涵蓋從商業目標到數據來源、選擇到分析及預測建模的所有內容。

商業資料探勘 包含了 Nettleton 超過 20 年商業經驗的案例研究和實用範例。涵蓋客戶忠誠度、交叉銷售和受眾預測的真實案例,涉及保險、銀行和媒體等行業,說明了書中解釋的概念和技術。

- 說明潛在專案的成本效益評估
- 包含不依賴於特定供應商的建議,告訴您在現成解決方案中應該尋找什麼,以及建立自己的資料探勘工具的提示
- 這本易於接觸的參考書適合各種經驗水平的讀者從頭到尾閱讀
- 包含實用範例和案例研究,以及來自作者自身經驗的可行商業見解