Interactive Visual Data Analysis (互動式視覺數據分析)

Tominski, Christian, Schumann, Heidrun

Interactive Visual Data Analysis
  • 出版商: CRC
  • 出版日期: 2020-04-30
  • 售價: $2,450
  • 貴賓價: 9.5 折 $2,328
  • 語言: 英文
  • 頁數: 360
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 0367898756
  • ISBN-13: 9780367898755
  • 相關分類: Data Science
  • 其他版本: Interactive Visual Data Analysis (Hardcover)

    • 立即出貨 (庫存 < 4)

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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，能夠理解數據並從中獲得洞察力是成功的重要關鍵。《互動式視覺數據分析》主張將視覺化、互動和自動計算綜合起來，以便從大型和複雜的數據中產生洞察力和知識。

該書系統全面地介紹了視覺化、互動和分析方法。它介紹了設計互動式視覺數據分析解決方案的標準，討論了影響設計的因素，並探討了相關的過程。讀者將熟悉視覺編碼的基礎知識，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可視化技術。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在許多方面促進視覺數據分析。為應對當今的大型和複雜數據，該書涵蓋了支持視覺數據分析的相關自動分析計算。該書還闡明了多顯示環境中的視覺化高級概念、數據分析過程中的用戶指導以及漸進式視覺數據分析。

作者以自上而下的方式介紹了互動式視覺數據分析，並專注於簡潔和清晰的術語。許多實際案例和豐富的插圖使該書適合廣泛的跨學科讀者，從學生到該領域的專家，再到數據密集應用領域的從業人員。

特點：
- 專注於視覺化、互動和分析方法的綜合
- 系統全面地介紹了視覺化、互動和自動分析的自上而下觀點
- 廣泛涵蓋基礎和高級視覺化技術
- 全面的與視覺表示互動的章節
- 大量整合自動計算方法
- 可理解的最新視覺分析技術的描繪

欲獲得更多信息，您也可以訪問作者網站，該書的圖片將在CC BY開放訪問許可下提供：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。他分別於2006年和2015年獲得博士（Dr.-Ing.）和博士後（Dr.-Ing. habil.）學位。他的主要研究興趣是數據的可視化和互動。他對於交互式探索和編輯複雜數據的有效和高效技術特別感興趣。Christian在多變量數據、時間數據、地理空間數據和圖形的新型可視化和互動技術方面發表了許多論文。他在2011年和2015年分別合著了兩本關於時間導向數據可視化和可視化互動的書籍。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工具和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，她負責視覺與分析計算研究所的計算機圖形學主席。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了與計算機圖形學相關的各種主題，包括信息可視化、視覺分析和渲染。她對於在空間和時間上可視化複雜數據、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工作的一個重點是將視覺、分析和互動方法結合起來，以理解數據。Heidrun在頂級會議和期刊上發表了200多篇文章。她在2000年合著了第一本德語數據可視化教科書，並在2011年合著了一本專門關於時間導向數據可視化的教科書。2014年，Heidrun當選為歐洲圖形學協會的會士。

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