Data Mining & Statistical Analysis Using SQL
暫譯: 使用 SQL 進行資料探勘與統計分析
Jr., John N. Lovett, John N. Lovett
- 出版商: Apress
- 出版日期: 2001-09-18
- 售價: $1,770
- 貴賓價: 9.5 折 $1,682
- 語言: 英文
- 頁數: 250
- 裝訂: Paperback
- ISBN: 1893115542
- ISBN-13: 9781893115545
-
相關分類:
SQL、Data-mining
海外代購書籍(需單獨結帳)
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商品描述
This book isn't designed to be just another theoretical text on statistics or data mining. Instead, it's aimed at DBAs, database administrators, who want to buttress their understanding of statistics to support data mining and customer relationship management analytics, and who want to use SQL, Structured Query Language.
Each chapter is independent and self-contained with examples that are tailored to business applications. Each analysis technique will be expressed in a mathematical format that lends itself to coding either as a database query or as a Visual Basic procedure using SQL.
Each chapter will include the following:
- Formulas (how to perform the required analysis)
- Numerical example using data from a database
- Data visualization and presentation options (graphs, charts, tables)
- SQL procedures for extracting the desired results
- Data mining techniques
- Separate database
This book is a perfect supplemental resource for a statistics course.
Contents
Preface
- Chapter 1: Diagnostic Tree: How to approach your data.
- Chapter 2: Measures of Central Tendency and Dispersion
- Chapter 3: Goodness of Fit
- Chapter 4: Additional Tests of Hypothesis
- Chapter 5: Curve Fitting
- Chapter 6: Control Charting
- Chapter 7: Analysis of Variance
- Chapter 8: Time Series Analysis
Appendices
- Overview of Relational Databases and SQL
- Statistical Tables Referenced In This Book
- Various Statistical Distributions
- Visual Basic Routines For Performing Statistical Calculations
商品描述(中文翻譯)
這本書並不是僅僅設計成為一本關於統計或資料探勘的理論文本。相反地,它的目標是針對資料庫管理員(DBA),希望加強他們對統計的理解,以支持資料探勘和客戶關係管理分析,並希望使用 SQL(結構化查詢語言)。
每一章都是獨立且自成一體,包含針對商業應用的範例。每種分析技術將以數學格式表達,便於編碼,無論是作為資料庫查詢或使用 SQL 的 Visual Basic 程序。
每一章將包括以下內容:
- 公式(如何執行所需的分析)
- 使用資料庫中的數據的數值範例
- 數據視覺化和呈現選項(圖形、圖表、表格)
- 提取所需結果的 SQL 程序
- 資料探勘技術
- 獨立的資料庫
這本書是統計課程的完美補充資源。
**內容**
前言
- 第1章:診斷樹:如何處理您的數據。
- 第2章:集中趨勢和離散度的測量
- 第3章:擬合優度
- 第4章:額外的假設檢定
- 第5章:曲線擬合
- 第6章:控制圖
- 第7章:變異數分析
- 第8章:時間序列分析
附錄
- 關聯資料庫和 SQL 概述
- 本書引用的統計表
- 各種統計分佈
- 用於執行統計計算的 Visual Basic 程序