Click Models for Web Search (Synthesis Lectures on Information Concepts, Retrieval, and Services)
暫譯: 網路搜尋的點擊模型(資訊概念、檢索與服務綜合講座)

Aleksandr Chuklin, Ilya Markov, Maarten de Rijke

  • 出版商: Morgan & Claypool
  • 出版日期: 2015-07-01
  • 售價: $1,620
  • 貴賓價: 9.5$1,539
  • 語言: 英文
  • 頁數: 115
  • 裝訂: Paperback
  • ISBN: 1627056475
  • ISBN-13: 9781627056472
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

With the rapid growth of web search in recent years the problem of modeling its users has started to attract more and more attention of the information retrieval community. This has several motivations. By building a model of user behavior we are essentially developing a better understanding of a user, which ultimately helps us to deliver a better search experience. A model of user behavior can also be used as a predictive device for non-observed items such as document relevance, which makes it useful for improving search result ranking. Finally, in many situations experimenting with real users is just infeasible and hence user simulations based on accurate models play an essential role in understanding the implications of algorithmic changes to search engine results or presentation changes to the search engine result page.

In this survey we summarize advances in modeling user click behavior on a web search engine result page. We present simple click models as well as more complex models aimed at capturing non-trivial user behavior patterns on modern search engine result pages. We discuss how these models compare to each other, what challenges they have, and what ways there are to address these challenges. We also study the problem of evaluating click models and discuss the main applications of click models.

商品描述(中文翻譯)

隨著近年來網路搜尋的快速成長,使用者模型的問題開始吸引資訊檢索社群越來越多的關注。這有幾個動機。透過建立使用者行為模型,我們實際上是在發展對使用者的更深入理解,這最終有助於提供更好的搜尋體驗。使用者行為模型也可以用作預測未觀察項目的工具,例如文件相關性,這使其在改善搜尋結果排名方面非常有用。最後,在許多情況下,與真實使用者進行實驗是不可行的,因此基於準確模型的使用者模擬在理解演算法變更對搜尋引擎結果或搜尋引擎結果頁面呈現變更的影響中扮演著重要角色。

在這項調查中,我們總結了在網路搜尋引擎結果頁面上建模使用者點擊行為的進展。我們介紹了簡單的點擊模型以及更複雜的模型,旨在捕捉現代搜尋引擎結果頁面上非平凡的使用者行為模式。我們討論了這些模型之間的比較、它們面臨的挑戰,以及解決這些挑戰的方法。我們還研究了評估點擊模型的問題,並討論了點擊模型的主要應用。