Visual Analysis of Multilayer Networks
暫譯: 多層網絡的視覺分析
McGee, Fintan, Renoust, Benjamin, Archambault, Daniel
- 出版商: Morgan & Claypool
- 出版日期: 2021-06-10
- 售價: $2,230
- 貴賓價: 9.5 折 $2,119
- 語言: 英文
- 頁數: 150
- 裝訂: Quality Paper - also called trade paper
- ISBN: 1636391435
- ISBN-13: 9781636391434
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商品描述
The emergence of multilayer networks as a concept from the field of complex systems provides many new opportunities for the visualization of network complexity, and has also raised many new exciting challenges. The multilayer network model recognizes that the complexity of relationships between entities in real-world systems is better embraced as several interdependent subsystems (or layers) rather than a simple graph approach. Despite only recently being formalized and defined, this model can be applied to problems in the domains of life sciences, sociology, digital humanities, and more. Within the domain of network visualization there already are many existing systems, which visualize data sets having many characteristics of multilayer networks, and many techniques, which are applicable to their visualization. In this Synthesis Lecture, we provide an overview and structured analysis of contemporary multilayer network visualization. This is not only for researchers in visualization, but also for those who aim to visualize multilayer networks in the domain of complex systems, as well as those solving problems within application domains. We have explored the visualization literature to survey visualization techniques suitable for multilayer network visualization, as well as tools, tasks, and analytic techniques from within application domains. We also identify the research opportunities and examine outstanding challenges for multilayer network visualization along with potential solutions and future research directions for addressing them.
商品描述(中文翻譯)
多層網絡作為複雜系統領域中的一個概念的出現,為網絡複雜性的可視化提供了許多新的機會,同時也帶來了許多令人興奮的新挑戰。多層網絡模型認識到,現實世界系統中實體之間關係的複雜性更適合被視為幾個相互依賴的子系統(或層),而不是簡單的圖形方法。儘管這一模型最近才被正式化和定義,但它可以應用於生命科學、社會學、數位人文等領域的問題。在網絡可視化領域,已經存在許多系統,這些系統可視化具有多層網絡特徵的數據集,並且有許多技術適用於它們的可視化。在這次綜合講座中,我們提供了當代多層網絡可視化的概述和結構化分析。這不僅是針對可視化研究人員,也是針對那些希望在複雜系統領域中可視化多層網絡的人,以及那些在應用領域中解決問題的人。我們探討了可視化文獻,以調查適合多層網絡可視化的可視化技術,以及來自應用領域的工具、任務和分析技術。我們還確定了研究機會,並檢視了多層網絡可視化的突出挑戰,以及解決這些挑戰的潛在解決方案和未來研究方向。