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Related papers: Analysis of User Dwell Time on Non-News Pages

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Dwell time indicates how long a user looked at a page, and this is used especially in fields where ratings from users such as search engines, recommender systems, and advertisements are important. Despite the importance of this index,…

Computers and Society · Computer Science 2019-09-05 Yoshifumi Seki , Mitsuo Yoshida

Dwell time has been widely used in various fields to evaluate content quality and user engagement. Although many studies shown that content with long dwell time is good quality, contents with short dwell time have not been discussed in…

Information Retrieval · Computer Science 2021-12-16 Ryosuke Homma , Yoshifumi Seki , Mitsuo Yoshida , Kyoji Umemura

Getting deeper insights into the online browsing behavior of Web users has been a major research topic since the advent of the WWW. It provides useful information to optimize website design, Web browser design, search engines offerings, and…

Human-Computer Interaction · Computer Science 2014-02-24 Christian von der Weth , Manfred Hauswirth

User engagement is crucial to the long-term success of a mobile app. Several metrics, such as dwell time, have been used for measuring user engagement. However, how to effectively predict user engagement in the context of mobile apps is…

Information Retrieval · Computer Science 2021-06-04 Yuan Tian , Ke Zhou , Dan Pelleg

The click behavior is the most widely-used user positive feedback in recommendation. However, simply considering each click equally in training may suffer from clickbaits and title-content mismatching, and thus fail to precisely capture…

Information Retrieval · Computer Science 2023-03-01 Ruobing Xie , Lin Ma , Shaoliang Zhang , Feng Xia , Leyu Lin

Session length is a very important aspect in determining a user's satisfaction with a media streaming service. Being able to predict how long a session will last can be of great use for various downstream tasks, such as recommendations and…

Information Retrieval · Computer Science 2017-08-02 Theodore Vasiloudis , Hossein Vahabi , Ross Kravitz , Valery Rashkov

Modern computational systems have an unprecedented ability to detect, leverage and influence human attention. Prior work identified user engagement and dwell time as two key metrics of attention in digital environments, but these metrics…

Human-Computer Interaction · Computer Science 2022-11-09 Ziv Epstein , Hause Lin , Gordon Pennycook , David Rand

News recommendation is important for online news services. Precise user interest modeling is critical for personalized news recommendation. Existing news recommendation methods usually rely on the implicit feedback of users like news clicks…

Information Retrieval · Computer Science 2021-01-13 Chuhan Wu , Fangzhao Wu , Yongfeng Huang , Xing Xie

The broad proliferation of mobile devices in recent years has drastically changed the means of accessing the World Wide Web. Describing a shift away from the desktop computer era for content consumption, predictions indicate that the main…

Human-Computer Interaction · Computer Science 2013-09-10 Troy Johnson , Patrick Seeling

In order to avoid the "Midas Touch" problem, gaze-based interfaces for selection often introduce a dwell time: a fixed amount of time the user must fixate upon an object before it is selected. Past interfaces have used a uniform dwell time…

Human-Computer Interaction · Computer Science 2022-09-07 Zhaokang Chen , Bertram E. Shi

Accurately analyzing and modeling online browsing behavior play a key role in understanding users and technology interactions. In this work, we design and conduct a user study to collect browsing data from 31 participants continuously for…

Computers and Society · Computer Science 2021-08-17 Yuliia Lut , Michael Wang , Elissa M. Redmiles , Rachel Cummings

An important metric of users' satisfaction and engagement within on-line streaming services is the user session length, i.e. the amount of time they spend on a service continuously without interruption. Being able to predict this value…

Machine Learning · Statistics 2018-06-26 Antoine Dedieu , Rahul Mazumder , Zhen Zhu , Hossein Vahabi

Large Language Models (LLMs) have revolutionized text comprehension, leading to State-of-the-Art (SOTA) news recommendation models that utilize LLMs for in-depth news understanding. Despite this, accurately modeling user preferences remains…

Information Retrieval · Computer Science 2024-05-22 Hao Jiang , Chuanzhen Li , Mingxiao An

Recently, Recurrent Neural Networks (RNNs) have been applied to the task of session-based recommendation. These approaches use RNNs to predict the next item in a user session based on the previ- ously visited items. While some approaches…

Information Retrieval · Computer Science 2017-07-03 Alexander Dallmann , Alexander Grimm , Christian Pölitz , Daniel Zoller , Andreas Hotho

We examine the properties of all HTTP requests generated by a thousand undergraduates over a span of two months. Preserving user identity in the data set allows us to discover novel properties of Web traffic that directly affect models of…

Human-Computer Interaction · Computer Science 2010-03-30 Mark Meiss , John Duncan , Bruno Gonçalves , José J. Ramasco , Filippo Menczer

Infinite scrolling on social media platforms is designed to encourage prolonged engagement, leading users to spend more time than desired, which can provoke negative emotions. Interventions to mitigate infinite scrolling have shown initial…

Human-Computer Interaction · Computer Science 2025-01-27 Luca-Maxim Meinhardt , Maryam Elhaidary , Mark Colley , Michael Rietzler , Jan Ole Rixen , Aditya Kumar Purohit , Enrico Rukzio

Traditionally, the efficiency and effectiveness of search systems have both been of great interest to the information retrieval community. However, an in-depth analysis of the interaction between the response latency and users' subjective…

Information Retrieval · Computer Science 2021-01-25 Ioannis Arapakis , Souneil Park , Martin Pielot

Web search heavily relies on click-through behavior as an essential feedback signal for performance improvement and evaluation. Traditionally, click is usually treated as a positive implicit feedback signal of relevance or usefulness, while…

Information Retrieval · Computer Science 2021-09-23 Ziyi Ye , Xiaohui Xie , Yiqun Liu , Zhihong Wang , Xuancheng Li , Jiaji Li , Xuesong Chen , Min Zhang , Shaoping Ma

Users' detailed browsing activity - such as what sites they are spending time on and for how long, and what tabs they have open and which one is focused at any given time - is useful for a number of research and practical applications.…

Human-Computer Interaction · Computer Science 2021-02-09 Geza Kovacs

Sleep is critical to human function, mediating factors like memory, mood, energy, and alertness; therefore, it is commonly conjectured that a good night's sleep is important for job performance. However, both real-world sleep behavior and…

Human-Computer Interaction · Computer Science 2021-02-26 Chunjong Park , Morelle Arian , Xin Liu , Leon Sasson , Jeffrey Kahn , Shwetak Patel , Alex Mariakakis , Tim Althoff
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