Interactive Visual Data Analysis (Hardcover)
暫譯: 互動式視覺數據分析 (精裝版)

Tominski, Christian, Schumann, Heidrun

Interactive Visual Data Analysis (Hardcover)
  • 出版商: A K Peters
  • 出版日期: 2020-04-15
  • 售價: $6,820
  • 貴賓價: 9.5 折 $6,479
  • 語言: 英文
  • 頁數: 360
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1498753981
  • ISBN-13: 9781498753982
  • 相關分類: Data Science
  • 其他版本: Interactive Visual Data Analysis

    • 海外代購書籍(需單獨結帳)

商品描述

In the age of big data, being able to make sense of data is an important key to success. Interactive Visual Data Analysis advocates the synthesis of visualization, interaction, and automatic computation to facilitate insight generation and knowledge crystallization from large and complex data.

The book provides a systematic and comprehensive overview of visual, interactive, and analytical methods. It introduces criteria for designing interactive visual data analysis solutions, discusses factors influencing the design, and examines the involved processes. The reader is made familiar with the basics of visual encoding and gets to know numerous visualization techniques for multivariate data, temporal data, geo-spatial data, and graph data. A dedicated chapter introduces general concepts for interacting with visualizations and illustrates how modern interaction technology can facilitate the visual data analysis in many ways. Addressing today's large and complex data, the book covers relevant automatic analytical computations to support the visual data analysis. The book also sheds light on advanced concepts for visualization in multi-display environments, user guidance during the data analysis, and progressive visual data analysis.

The authors present a top-down perspective on interactive visual data analysis with a focus on concise and clean terminology. Many real-world examples and rich illustrations make the book accessible to a broad interdisciplinary audience from students, to experts in the field, to practitioners in data-intensive application domains.

Features:

  • Dedicated to the synthesis of visual, interactive, and analysis methods
  • Systematic top-down view on visualization, interaction, and automatic analysis
  • Broad coverage of fundamental and advanced visualization techniques
  • Comprehensive chapter on interacting with visual representations
  • Extensive integration of automatic computational methods
  • Accessible portrayal of cutting-edge visual analytics technology

For more information, you can also visit the author website, where the book's figures will be made available under the CC BY Open Access license: https: //ivda-book.de/

商品描述(中文翻譯)

在大數據時代，能夠理解數據是成功的重要關鍵。《互動視覺數據分析》提倡將視覺化、互動和自動計算相結合，以促進從大型和複雜數據中產生洞察和知識的結晶。

本書提供了視覺、互動和分析方法的系統性和全面性概述。它介紹了設計互動視覺數據分析解決方案的標準，討論了影響設計的因素，並檢視相關的過程。讀者將熟悉視覺編碼的基本概念，並了解多變量數據、時間數據、地理空間數據和圖形數據的多種視覺化技術。一個專門的章節介紹了與視覺化互動的一般概念，並說明了現代互動技術如何以多種方式促進視覺數據分析。針對當今的大型和複雜數據，本書涵蓋了相關的自動分析計算，以支持視覺數據分析。本書還闡明了在多顯示器環境中進行視覺化的先進概念、數據分析過程中的用戶指導以及漸進式視覺數據分析。

作者從自上而下的角度呈現互動視覺數據分析，重點在於簡潔和清晰的術語。許多現實世界的例子和豐富的插圖使本書對於廣泛的跨學科讀者群體（從學生到該領域的專家，再到數據密集型應用領域的從業者）都易於理解。

特點：

- 專注於視覺、互動和分析方法的綜合
- 系統性的自上而下視角，涵蓋視覺化、互動和自動分析
- 廣泛涵蓋基本和先進的視覺化技術
- 關於與視覺表現互動的全面章節
- 廣泛整合自動計算方法
- 易於理解的尖端視覺分析技術描述

欲了解更多資訊，您也可以訪問作者網站，該網站將根據 CC BY 開放存取許可提供本書的圖形： https://ivda-book.de/

作者簡介

Christian Tominski is a researcher and lecturer at the Institute for Visual & Analytic Computing at the University of Rostock, Germany. He received doctoral (Dr.-Ing.) and post-doctoral (Dr.-Ing. habil.) degrees in 2006 and 2015, respectively. His main research interests are in visualization of and interaction with data. He is particularly interested in effective and efficient techniques for interactively exploring and editing complex data. Christian has published numerous papers on new visualization and interaction techniques for multivariate data, temporal data, geo-spatial data, and graphs. He co-authored two books on the visualization of time-oriented data in 2011 and on interaction for visualization in 2015. Christian has developed several visualization systems and tools, including the LandVis system for spatio-temporal health data, the VisAxes tool for time-oriented data, and the CGV system for coordinated graph visualization.

Heidrun Schumann is a professor at the University of Rostock, Germany, where she is heading the Chair of Computer Graphics at the Institute for Visual & Analytic Computing. She received doctoral degree (Dr.-Ing.) in 1981 and post-doctoral degree (Dr.-Ing. habil.) in 1989. Her research and teaching activities cover a variety of topics related to computer graphics, including information visualization, visual analytics, and rendering. She is interested in visualizing complex data in space and time, combining visualization and terrain rendering, and facilitating visual data analysis with progressive methods. A key focus of Heidrun's work is to intertwine visual, analytic, and interactive methods for making sense of data. Heidrun published more than two hundred articles in top venues and journals. She co-authored the first German textbook on data visualization in 2000 and a textbook specifically on the visualization of time-oriented data in 2011. In 2014, Heidrun was elected as a Fellow of the Eurographics Association.

作者簡介(中文翻譯)

Christian Tominski 是德國羅斯托克大學視覺與分析計算研究所的研究員和講師。他於2006年和2015年分別獲得博士（Dr.-Ing.）和博士後（Dr.-Ing. habil.）學位。他的主要研究興趣在於數據的可視化和交互。他特別關注有效且高效的技術，以互動方式探索和編輯複雜數據。Christian 發表了許多關於多變量數據、時間數據、地理空間數據和圖形的新可視化和交互技術的論文。他於2011年共同撰寫了關於時間導向數據可視化的兩本書，並於2015年共同撰寫了關於可視化交互的書籍。Christian 開發了幾個可視化系統和工具，包括用於時空健康數據的 LandVis 系統、用於時間導向數據的 VisAxes 工具，以及用於協調圖形可視化的 CGV 系統。

Heidrun Schumann 是德國羅斯托克大學的教授，負責視覺與分析計算研究所的計算機圖形學講座。她於1981年獲得博士學位（Dr.-Ing.），並於1989年獲得博士後學位（Dr.-Ing. habil.）。她的研究和教學活動涵蓋與計算機圖形學相關的多個主題，包括信息可視化、視覺分析和渲染。她對於在空間和時間中可視化複雜數據、結合可視化和地形渲染，以及利用漸進方法促進視覺數據分析感興趣。Heidrun 工作的關鍵重點是將視覺、分析和交互方法交織在一起，以理解數據。Heidrun 在頂尖會議和期刊上發表了超過兩百篇文章。她於2000年共同撰寫了第一本德語數據可視化教科書，並於2011年撰寫了專門針對時間導向數據可視化的教科書。在2014年，Heidrun 被選為歐洲圖形學協會的會士。

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