Handbook of Statistical Analysis and Data Mining Applications, 2/e (美國原版)

Robert Nisbet, Gary Miner, Ken Yale

  • 出版商: Academic Press
  • 出版日期: 2017-11-09
  • 定價: $3,600
  • 售價: 9.0$3,240
  • 語言: 英文
  • 頁數: 822
  • 裝訂: Hardcover
  • ISBN: 0124166326
  • ISBN-13: 9780124166325
  • 相關分類: Data-mining
  • 立即出貨 (庫存 < 3)

商品描述

Handbook of Statistical Analysis and Data Mining Applications, Second Edition, 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 users discern technical and business problems, understand the strengths and weaknesses of modern data mining algorithms and employ the right statistical methods for practical application.

This book is an ideal reference for users who want 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 several areas-from science and engineering, to medicine, academia and commerce.

  • Includes input by practitioners for practitioners
  • Includes tutorials in numerous fields of study that provide step-by-step instruction on how to use supplied tools to build models
  • Contains practical advice from successful real-world implementations
  • Brings together, in a single resource, all the information a beginner needs to understand the tools and issues in data mining to build successful data mining solutions
  • Features clear, intuitive explanations of novel analytical tools and techniques, and their practical applications

商品描述(中文翻譯)

《統計分析和數據挖掘應用手冊,第二版》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(包括學術界和工業界)在數據分析、模型構建和實施的各個階段。該手冊幫助用戶識別技術和業務問題,了解現代數據挖掘算法的優點和缺點,並運用正確的統計方法進行實際應用。

這本書是一個理想的參考資料,適用於希望使用新穎統計方法處理大型和複雜數據集,並能客觀評估分析和解決方案的用戶。它清晰、直觀地解釋了使用現代分析技術解決問題的原則和工具,並討論了它們在科學、工程、醫學、學術界和商業等多個領域的實際應用方式,對從業人員具有可理解性和實用性。

本書特點如下:
- 包含從業人員對從業人員的意見
- 包含在多個研究領域的教程,提供逐步指導如何使用提供的工具構建模型
- 包含成功實施的實際建議
- 將所有初學者理解數據挖掘工具和問題的信息集中在一個資源中
- 提供對新穎分析工具和技術的清晰、直觀解釋,以及它們的實際應用