Evaluating the Accuracy of Implicit Feedback from Clicks and Query Reformulations in Web Search

THORSTEN JOACHIMS; LAURA GRANKA; BING PAN; HELENE HEMBROOKE; FILIP RADLINSKI; GERI GAY

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Evaluating the Accuracy of Implicit Feedback from Clicks and Query Reformulations in Web Search

机译：评估Web搜索中的单击和查询重构所产生的隐式反馈的准确性

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This article examines the reliability of implicit feedback generated from clickthrough data and query reformulations in World Wide Web (WWW) search. Analyzing the users' decision process using eyetracking and comparing implicit feedback against manual relevance judgments, we conclude that clicks are informative but biased. While this makes the interpretation of clicks as absolute relevance judgments difficult, we show that relative preferences derived from clicks are reasonably accurate on average. We find that such relative preferences are accurate not only between results from an individual query, but across multiple sets of results within chains of query reformulations.

机译：本文研究了在万维网（WWW）搜索中从点击数据和查询公式生成的隐式反馈的可靠性。使用眼动追踪分析用户的决策过程，并将隐式反馈与手动相关性判断进行比较，我们得出结论，点击是有益的，但存在偏见。尽管这使得将点击次数解释为绝对相关性判断很困难，但我们显示，从点击次数中得出的相对偏好平均而言是相当准确的。我们发现，这样的相对偏好不仅在单个查询的结果之间是准确的，而且在查询重新编制链中的多个结果集之间都是准确的。

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来源
《ACM Transactions on Information Systems》 |2007年第2期|p.2.1-2.27|共27页
作者
THORSTEN JOACHIMS; LAURA GRANKA; BING PAN; HELENE HEMBROOKE; FILIP RADLINSKI; GERI GAY;
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作者单位

Department of Computer Science, Cornell University, 4130 Upson Hall, Ithaca, NY 14853-7501;

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收录信息美国《科学引文索引》(SCI);美国《工程索引》(EI);
原文格式 PDF
正文语种 eng
中图分类计算技术、计算机技术;
关键词
clickthrough data; eye-tracking; implicit feedback; query reformulations; user studies; WWW search;

机译：点击数据;眼动跟踪;隐式反馈;查询公式;用户研究;WWW搜索;

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1. Click data as implicit relevance feedback in web search [J] . Seikyung Jung, Jonathan L. Herlocker, Janet Webster Information Processing & Management . 2007,第3期

机译：点击数据作为网络搜索中的隐式相关性反馈
2. Query-sets: using implicit feedback and query patterns to organize Web documents [J] . George Pallis Computing reviews . 2010,第9期

机译：查询集：使用隐式反馈和查询模式来组织Web文档
3. Influences on Query Reformulation in Collaborative Web Search [J] . Computer . 2014,第3期

机译：协同Web搜索对查询重构的影响
4. E-commerce Product Query Classification Using Implicit User’s Feedback from Clicks [C] . Yiu-Chang Lin, Ankur Datta, Giuseppe Di Fabbrizio IEEE International Conference on Big Data . 2018

机译：使用隐式用户点击的反馈进行电子商务产品查询分类
5. Evaluating sources of implicit feedback for Web search. [D] . Fu, Xin. 2007

机译：评估Web搜索的隐式反馈源。
6. Usefulness of web search queries for early detection of diseases in infants [O] . Shuji Yamaguchi, Akinari Hinoki, Kota Tsubouchi, 2021

机译：Web搜索查询的有用性以便早期检测婴儿疾病
7. Evaluating the accuracy of implicit feedback from clicks and query reformulations in web search [O] . Thorsten Joachims, Laura Granka, Google Inc, 2007

机译：评估网络搜索中点击和查询公式产生的隐式反馈的准确性

Evaluating the Accuracy of Implicit Feedback from Clicks and Query Reformulations in Web Search

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