Data Mining and Warehousing Techniques with Machine Learning Concepts
暫譯: 資料探勘與資料倉儲技術結合機器學習概念

Vijayakumar, P., Deborah, Jegatha

  • 出版商: World Scientific Pub
  • 出版日期: 2025-07-30
  • 售價: $4,080
  • 貴賓價: 9.5$3,876
  • 語言: 英文
  • 頁數: 300
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 9819803128
  • ISBN-13: 9789819803125
  • 相關分類: Machine LearningData-mining
  • 尚未上市,無法訂購

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商品描述

This unique compendium elaborates the basic perceptions of data warehouses and data mining. The former part of the book covers concepts like introduction to data warehouses, the need for using such data warehouses and key terminologies used in this framework. The latter part of the book covers the data mining concepts and the data mining techniques used in various applications and also explains the machine learning techniques in detail with suitable examples wherever essential.The book is written in simple English and is user-friendly. Each chapter is modeled with several sample scenarios and illustrations wherever necessary. The complete contents of each chapter include chapter technical content, summary, key points to remember, and few case studies for class group discussions and problem-solving.This volume clearly benefits professionals, academicians, data analysts, machine-learning community, undergraduate and postgraduate students.

商品描述(中文翻譯)

這本獨特的彙編詳細闡述了資料倉儲和資料探勘的基本概念。書的前半部分涵蓋了資料倉儲的介紹、使用資料倉儲的必要性以及在此框架中使用的關鍵術語。後半部分則探討了資料探勘的概念和在各種應用中使用的資料探勘技術,並詳細解釋了機器學習技術,並在必要時提供適當的範例。這本書使用簡單的英語撰寫,並且對讀者友好。每一章都以多個範例情境和插圖進行建模,並在必要時提供說明。每章的完整內容包括技術內容、摘要、關鍵要點以及幾個案例研究,以供班級小組討論和問題解決。這本書對專業人士、學者、資料分析師、機器學習社群、本科生和研究生都有明顯的幫助。