Visual Statistics: Seeing Data with Dynamic Interactive Graphics

Forrest W. Young, Pedro M. Valero-Mora, Michael Friendly

  • 出版商: Wiley
  • 出版日期: 2006-08-01
  • 售價: $5,590
  • 貴賓價: 9.5$5,311
  • 語言: 英文
  • 頁數: 363
  • 裝訂: Hardcover
  • ISBN: 0471681601
  • ISBN-13: 9780471681601
  • 相關分類: 機率統計學 Probability-and-statistics
  • 下單後立即進貨 (約1~3週)

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Description

A visually intuitive approach to statistical data analysis

Visual Statistics brings the most complex and advanced statistical methods within reach of those with little statistical training by using animated graphics of the data. Using ViSta: The Visual Statistics System—developed by Forrest Young and Pedro Valero-Mora and available free of charge on the Internet—students can easily create fully interactive visualizations from relevant mathematical statistics, promoting perceptual and cognitive understanding of the data's story. An emphasis is placed on a paradigm for understanding data that is visual, intuitive, geometric, and active, rather than one that relies on convoluted logic, heavy mathematics, systems of algebraic equations, or passive acceptance of results.

A companion Web site complements the book by further demonstrating the concept of creating interactive and dynamic graphics. The book provides users with the opportunity to view the graphics in a dynamic way by illustrating how to analyze statistical data and explore the concepts of visual statistics.

Visual Statistics addresses and features the following topics:

  • Why use dynamic graphics?
  • A history of statistical graphics
  • Visual statistics and the graphical user interface
  • Visual statistics and the scientific method
  • Character-based statistical interface objects
  • Graphics-based statistical interfaces
  • Visualization for exploring univariate data

This is an excellent textbook for undergraduate courses in data analysis and regression, for students majoring or minoring in statistics, mathematics, science, engineering, and computer science, as well as for graduate-level courses in mathematics. The book is also ideal as a reference/self-study guide for engineers, scientists, and mathematicians.

With contributions by highly regarded professionals in the field, Visual Statistics not only improves a student's understanding of statistics, but also builds confidence to overcome problems that may have previously been intimidating.

 

Table of Contents

PART I: INTRODUCTION.

1. Introduction.

2. Examples.

PART II: SEE DATA-THE PROCESS.

3. Interfaces and Environments.

4. Tools and Techniques.

PART III: Seeing Data-Objects.

5. Seeing Frequency Data.

6. Seeing Univariate Data.

7. Seeing Bivariate Data.

8. Seeing Multivariate Data.

9. Seeing Missing Values.

References.

Author Index.

Subject Index.

商品描述(中文翻譯)

描述

一種視覺直觀的統計數據分析方法

Visual Statistics 透過使用數據的動畫圖形,將最複雜和先進的統計方法帶入那些統計訓練較少的人的手中。使用 ViSta: The Visual Statistics System——由 Forrest Young 和 Pedro Valero-Mora 開發,並可在互聯網上免費獲得——學生可以輕鬆地從相關的數學統計中創建完全互動的視覺化,促進對數據故事的感知和認知理解。強調的是一種視覺、直觀、幾何和主動的數據理解範式,而不是依賴於複雜邏輯、繁重數學、代數方程系統或被動接受結果的範式。

一本配套的網站進一步展示了創建互動和動態圖形的概念,補充了本書。該書為用戶提供了以動態方式查看圖形的機會,通過說明如何分析統計數據和探索視覺統計的概念。

Visual Statistics 涉及和特徵以下主題:
- 為什麼使用動態圖形?
- 統計圖形的歷史
- 視覺統計與圖形用戶界面
- 視覺統計與科學方法
- 基於字符的統計界面對象
- 基於圖形的統計界面
- 用於探索單變量數據的視覺化

這是一本優秀的本科數據分析和回歸課程教科書,適合主修或輔修統計、數學、科學、工程和計算機科學的學生,以及數學研究生課程。該書也非常適合作為工程師、科學家和數學家的參考/自學指南。

在該領域受人尊敬的專業人士的貢獻下,Visual Statistics 不僅提高了學生對統計的理解,還增強了他們克服可能曾經令他們感到畏懼的問題的信心。

目錄

第一部分:介紹
1. 介紹
2. 範例

第二部分:看數據——過程
3. 界面和環境
4. 工具和技術

第三部分:看數據——對象
5. 看頻率數據
6. 看單變量數據
7. 看雙變量數據
8. 看多變量數據
9. 看缺失值
參考文獻
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