Handbook of Statistical Analysis and Data Mining Applications (Hardcover)
暫譯: 統計分析與資料挖掘應用手冊 (精裝版)

Robert Nisbet, John Elder IV, Gary Miner

  • 出版商: Academic Press
  • 出版日期: 2009-05-01
  • 售價: $1,480
  • 貴賓價: 9.8$1,450
  • 語言: 英文
  • 頁數: 864
  • 裝訂: Hardcover
  • ISBN: 0123747651
  • ISBN-13: 9780123747655
  • 相關分類: Data-mining
  • 已過版

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商品描述

The Handbook of Statistical Analysis and Data Mining Applications is a comprehensive professional reference book that guides business analysts, scientists, engineers and researchers (both academic and industrial) through all stages of data analysis, model building and implementation. The Handbook helps one discern the technical and business problem, understand the strengths and weaknesses of modern data mining algorithms, and employ the right statistical methods for practical application. Use this book to address massive and complex datasets with novel statistical approaches and be able to objectively evaluate analyses and solutions. It has clear, intuitive explanations of the principles and tools for solving problems using modern analytic techniques, and discusses their application to real problems, in ways accessible and beneficial to practitioners across industries - from science and engineering, to medicine, academia and commerce. This handbook brings together, in a single resource, all the information a beginner will need to understand the tools and issues in data mining to build successful data mining solutions.

  • Written "By Practitioners for Practitioners"

  • Non-technical explanations build understanding without jargon and equations

  • Tutorials in numerous fields of study provide step-by-step instruction on how to use supplied tools to build models using Statistica, SAS and SPSS software

  • Practical advice from successful real-world implementations

  • Includes extensive case studies, examples, MS PowerPoint slides and datasets

  • CD-DVD with valuable fully-working  90-day software included:  "Complete Data Miner - QC-Miner - Text Miner" bound with book

商品描述(中文翻譯)

統計分析與資料探勘應用手冊》是一本全面的專業參考書,指導商業分析師、科學家、工程師和研究人員(無論是學術界還是工業界)在資料分析、模型建立和實施的各個階段。這本手冊幫助讀者辨識技術和商業問題,了解現代資料探勘演算法的優缺點,並運用正確的統計方法進行實際應用。利用這本書來處理龐大且複雜的數據集,採用新穎的統計方法,並能夠客觀評估分析和解決方案。它對於使用現代分析技術解決問題的原則和工具提供了清晰、直觀的解釋,並討論了它們在實際問題中的應用,以便於各行各業的從業者理解和受益——從科學和工程到醫學、學術和商業。這本手冊將初學者所需的所有資訊整合在一個資源中,以理解資料探勘中的工具和問題,從而建立成功的資料探勘解決方案。

- 由「從業者為從業者」撰寫
- 非技術性解釋在不使用行話和方程式的情況下建立理解
- 在多個研究領域的教程提供逐步指導,教導如何使用提供的工具來利用 Statistica、SAS 和 SPSS 軟體建立模型
- 來自成功實際應用的實用建議
- 包含廣泛的案例研究、範例、MS PowerPoint 幻燈片和數據集
- 附贈包含有價值的完整運作 90 天軟體的 CD-DVD:《完整資料探勘者 - QC-Miner - 文本探勘者》與書籍綁定