Selfish Routing and the Price of Anarchy
暫譯: 自私路由與無政府狀態的代價
Roughgarden, Tim
- 出版商: Summit Valley Press
- 出版日期: 2023-09-19
- 售價: $2,350
- 貴賓價: 9.5 折 $2,233
- 語言: 英文
- 頁數: 240
- 裝訂: Quality Paper - also called trade paper
- ISBN: 0262549328
- ISBN-13: 9780262549325
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相關分類:
Web-crawler 網路爬蟲、行銷/網路行銷 Marketing
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商品描述
An analysis of the loss in performance caused by selfish, uncoordinated behavior in networks.
Most of us prefer to commute by the shortest route available, without taking into account the traffic congestion that we cause for others. Many networks, including computer networks, suffer from some type of this "selfish routing." In Selfish Routing and the Price of Anarchy, Tim Roughgarden studies the loss of social welfare caused by selfish, uncoordinated behavior in networks. He quantifies the price of anarchy--the worst-possible loss of social welfare from selfish routing--and also discusses several methods for improving the price of anarchy with centralized control.
Roughgarden begins with a relatively nontechnical introduction to selfish routing, describing two important examples that motivate the problems that follow. The first, Pigou's Example, demonstrates that selfish behavior need not generate a socially optimal outcome. The second, the counterintiuitve Braess's Paradox, shows that network improvements can degrade network performance. He then develops techniques for quantifying the price of anarchy (with Pigou's Example playing a central role). Next, he analyzes Braess's Paradox and the computational complexity of detecting it algorithmically, and he describes Stackelberg routing, which improves the price of anarchy using a modest degree of central control. Finally, he defines several open problems that may inspire further research. Roughgarden's work will be of interest not only to researchers and graduate students in theoretical computer science and optimization but also to other computer scientists, as well as to economists, electrical engineers, and mathematicians.
商品描述(中文翻譯)
對於網路中自私且未協調行為所造成的性能損失的分析。
大多數人都傾向於選擇最短的通勤路徑,而不考慮我們對他人造成的交通擁堵。許多網路,包括計算機網路,都遭受某種形式的「自私路由」的影響。在自私路由與無政府狀態的代價中,Tim Roughgarden 研究了自私且未協調行為在網路中造成的社會福利損失。他量化了無政府狀態的代價——自私路由所造成的最糟糕的社會福利損失——並討論了幾種通過集中控制來改善無政府狀態代價的方法。
Roughgarden 以相對非技術性的方式介紹自私路由,描述了兩個重要的例子,這些例子激發了後續的問題。第一個是 Pigou 的例子,展示了自私行為不一定會產生社會最優的結果。第二個是反直覺的 Braess 悖論,顯示網路改善可能會降低網路性能。接著,他發展了量化無政府狀態代價的技術(其中 Pigou 的例子扮演了核心角色)。然後,他分析了 Braess 悖論及其算法檢測的計算複雜性,並描述了 Stackelberg 路由,這種路由使用適度的中央控制來改善無政府狀態的代價。最後,他定義了幾個可能激發進一步研究的開放問題。Roughgarden 的研究不僅對理論計算機科學和優化的研究人員及研究生感興趣,還對其他計算機科學家、經濟學家、電機工程師和數學家具有吸引力。
作者簡介
Tim Roughgarden is Assistant Professor of Computer Science at Stanford University and recipient of the ACM's Grace Hopper Award.
作者簡介(中文翻譯)
Tim Roughgarden 是史丹佛大學計算機科學的助理教授,也是 ACM 的 Grace Hopper 獎得主。