Semantic Interaction for Visual Analytics: Inferring Analytical Reasoning for Model Steering (Synthesis Lectures on Visualization)
暫譯: 視覺分析的語意互動:推斷模型引導的分析推理(視覺化綜合講座)
Alex Endert
- 出版商: Morgan & Claypool
- 出版日期: 2016-09-16
- 售價: $1,620
- 貴賓價: 9.5 折 $1,539
- 語言: 英文
- 頁數: 100
- 裝訂: Paperback
- ISBN: 1627054715
- ISBN-13: 9781627054713
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商品描述
This book discusses semantic interaction, a user interaction methodology for visual analytic applications that more closely couples the visual reasoning processes of people with the computation. This methodology affords user interaction on visual data representations that are native to the domain of the data.
User interaction in visual analytics systems is critical to enabling visual data exploration. Interaction transforms people from mere viewers to active participants in the process of analyzing and understanding data. This discourse between people and data enables people to understand aspects of their data, such as structure, patterns, trends, outliers, and other properties that ultimately result in insight. Through interacting with visualizations, users engage in sensemaking, a process of developing and understanding relationships within datasets through foraging and synthesis.
The book provides a description of the principles of semantic interaction, providing design guidelines for the integration of semantic interaction into visual analytics, examples of existing technologies that leverage semantic interaction, and a discussion of how to evaluate these technologies. Semantic interaction has the potential to increase the effectiveness of visual analytic technologies and opens possibilities for a fundamentally new design space for user interaction in visual analytics systems.
商品描述(中文翻譯)
這本書討論了語意互動,這是一種用於視覺分析應用的用戶互動方法論,能更緊密地將人類的視覺推理過程與計算結合起來。這種方法論使得用戶能夠在與數據領域本身相符的視覺數據表示上進行互動。
在視覺分析系統中,用戶互動對於促進視覺數據探索至關重要。互動將人們從單純的觀察者轉變為分析和理解數據過程中的主動參與者。這種人與數據之間的對話使人們能夠理解數據的各個方面,例如結構、模式、趨勢、異常值及其他屬性,最終導致洞察的產生。通過與視覺化的互動,用戶參與了意義建構(sensemaking),這是一個通過搜尋和綜合來發展和理解數據集內部關係的過程。
本書提供了語意互動原則的描述,提供將語意互動整合到視覺分析中的設計指導方針,舉例現有利用語意互動的技術,並討論如何評估這些技術。語意互動有潛力提高視覺分析技術的有效性,並為視覺分析系統中的用戶互動開啟了一個全新的設計空間。