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Understanding How People use Search to Support their Everyday Creative Tasks 了解人们如何使用搜索来支持他们的日常创造性任务
Yinglong Zhang, Robert G. Capra
Creativity is an essential part of people's daily life and work across a range of everyday tasks. However, little prior work has explored how people use search engines and information resources as part of their creative processes, and how systems might better support users working on creative tasks. In this paper, we conducted an online survey with 175 participants to explore how people use search engines and online resources (e.g., images, videos, and social media) to support their creative tasks. Our participants reported information seeking to support a broad range of everyday creativity including tasks in arts, writing, crafts, and technical projects. Our findings show that participants' tasks included multiple stages of creative processes (e.g., creating ideas, combining ideas, executing plans) and that participants reported using search engines along with other tools (such as images and videos) to facilitate their creative process. By using Bayesian random effects regression models, we found that different stages of the creative process influence participants' use of tools. For example, for tasks that involved creating ideas, participants were more likely to use images and social sites, and when needing to put ideas into practice they were more likely to use videos. We also found differences in users' satisfaction with using the tools for different creative stages. Based on our findings, we provide recommendations for supporting users' information seeking needs during creative tasks.
创造力是人们日常生活和工作中一系列日常任务的重要组成部分。然而,之前很少有研究探索人们如何使用搜索引擎和信息资源作为他们创作过程的一部分,以及系统如何更好地支持用户完成创造性任务。在本文中,我们对175名参与者进行了一项在线调查,以探索人们如何使用搜索引擎和在线资源(例如,图像,视频和社交媒体)来支持他们的创造性任务。我们的参与者报告了寻求支持广泛的日常创造力的信息,包括艺术、写作、工艺和技术项目的任务。我们的研究结果表明,参与者的任务包括创意过程的多个阶段(例如,创造想法,结合想法,执行计划),参与者报告使用搜索引擎和其他工具(如图像和视频)来促进他们的创意过程。通过贝叶斯随机效应回归模型,我们发现创造性过程的不同阶段会影响参与者对工具的使用。例如,对于涉及创意的任务,参与者更有可能使用图片和社交网站,而当需要将想法付诸实践时,他们更有可能使用视频。我们还发现用户在不同创意阶段使用工具的满意度存在差异。根据我们的研究结果,我们提供了一些建议,以支持用户在创造性任务期间的信息搜索需求。
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引用次数: 16
Exploring Email Triage: Challenges and Opportunities 探索电子邮件分类:挑战与机遇
Bahareh Sarrafzadeh, Ahmed Hassan Awadallah, Milad Shokouhi
Despite the centrality of email in the daily routines of knowledge workers, fundamental aspects of its usage are still poorly understood. We are particularly interested in understanding one aspect of email management, email triage, the process of going through unhandled email and deciding what to do with them. In this paper we investigate the email triage behavior by presenting interview and survey results that characterize user behavior and needs. The results highlight current challenges and enhance our understanding of how the triage process can be more effectively supported.
尽管电子邮件在知识型员工的日常工作中处于中心地位,但人们对其使用的基本方面仍然知之甚少。我们特别感兴趣的是了解电子邮件管理的一个方面,即电子邮件分类,即浏览未处理的电子邮件并决定如何处理它们的过程。在本文中,我们通过呈现表征用户行为和需求的访谈和调查结果来调查电子邮件分类行为。结果突出了当前的挑战,并加强了我们对如何更有效地支持分诊过程的理解。
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引用次数: 1
Interacting with Digital Documents: A Real Life Study of Historians' Task Processes, Actions and Goals 与数字文献互动:历史学家任务过程、行动和目标的真实生活研究
Laura Korkeamäki, S. Kumpulainen
The aim of this study was to find out what is historians' task-based information interaction like in digital environments. The study was based on TBII framework [20]. The research was conducted in real-life setting using interview and shadowing. The following task process types were identified: (i) searching secondary sources, (ii) reading and making notes, (iii) collecting and processing data, (iv) analyzing and (v) writing. We found that IR interfaces were not always optimal for historians' use, and that the interfaces should support the expression of information needs better. The data processing consumes a lot of historians' time and they could benefit from designing better tools. We also found out that task process types have an effect on how digital tools or data are being used. Therefore, the context in which the tool or data is being used, should be taken into account when designing tools for historians.
这项研究的目的是找出数字环境下历史学家基于任务的信息交互是什么。本研究基于TBII框架[20]。这项研究是在现实生活中进行的,采用了采访和跟随的方法。确定了以下任务过程类型:(i)查找第二手来源,(ii)阅读和做笔记,(iii)收集和处理数据,(iv)分析和(v)写作。我们发现IR接口并不总是最适合历史学家的使用,接口应该更好地支持信息需求的表达。数据处理耗费了历史学家大量的时间,他们可以从设计更好的工具中获益。我们还发现,任务流程类型对数字工具或数据的使用方式有影响。因此,在为历史学家设计工具时,应该考虑到使用工具或数据的背景。
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引用次数: 12
Relevance-driven Clustering for Visual Information Retrieval on Twitter Twitter视觉信息检索的关联驱动聚类
Mohamed Reda Bouadjenek, S. Sanner
Geo-temporal visualization of Twitter search results is a challenging task since the simultaneous display of all matching tweets would result in a saturated and unreadable display. In such settings, clustering search results can assist users to scan only a few coherent groups of related tweets rather than many individual tweets. However, in practice, the use of unsupervised clustering methods such as K -Means does not necessarily guarantee that the clusters themselves are relevant. Therefore, we develop a novel method of relevance-driven clustering for visual information retrieval to supply users with highly relevant clusters representing different information perspectives of their queries. We specifically propose a Visual Twitter Information Retrieval (Viz-TIR) tool for relevance-driven clustering and ranking of Twitter search results. At the heart of Viz-TIR is a fast greedy algorithm that optimizes an approximation of an expected F1-Score metric to generate these clusters. We demonstrate its effectiveness w.r.t. K -Means and a baseline method that shows all top matching results on a scenario related to searching natural disasters in US-based Twitter data spanning 2013 and 2014. Our demo shows that Viz-TIR is easy to use and more precise in extracting geo-temporally coherent clusters given search queries in comparison to K-Means, thus aiding the user in visually searching and browsing social network content. Overall, we believe this work enables new opportunities for the synthesis of information retrieval as well as combined relevance and display-aware optimization techniques to support query-adaptive visual information exploration interfaces.
Twitter搜索结果的地理时间可视化是一项具有挑战性的任务,因为同时显示所有匹配的tweet将导致饱和且不可读的显示。在这种设置中,聚类搜索结果可以帮助用户只扫描几组连贯的相关tweet,而不是许多单独的tweet。然而,在实践中,使用K -Means等无监督聚类方法并不一定保证聚类本身是相关的。因此,我们开发了一种新的关联驱动聚类方法用于视觉信息检索,为用户提供代表其查询的不同信息视角的高度相关聚类。我们特别提出了一个可视化Twitter信息检索(Viz-TIR)工具,用于Twitter搜索结果的相关性驱动聚类和排名。Viz-TIR的核心是一个快速贪婪算法,它优化了预期F1-Score指标的近似值来生成这些聚类。我们展示了它的有效性w.r.t. K -Means和一个基线方法,该方法显示了在2013年和2014年美国Twitter数据中搜索自然灾害相关场景的所有顶级匹配结果。我们的演示表明,与K-Means相比,Viz-TIR易于使用,并且在提取给定搜索查询的地理时间相干簇方面更精确,从而帮助用户在视觉上搜索和浏览社交网络内容。总的来说,我们相信这项工作为综合信息检索以及结合相关性和显示感知优化技术提供了新的机会,以支持查询自适应的视觉信息探索界面。
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引用次数: 10
An Interactive Image Retrieval Approach to Searching for Images on Social Media 一种交互式图像检索方法在社交媒体上搜索图像
Manali Gaikwad, O. Hoeber
Searching for images posted within social media services such as Twitter relies on matching textual queries to the contents of the posts that include the images. Unfortunately, social media posts may not always provide accurate or meaningful descriptions of the contents of the embedded images, making searching for images a challenging task. In this research, we augment the textual contents of the posts with new information extracted from the images using image processing and deep learning methods, and provide a visual interface to enable interactive image retrieval. A user study was conducted with 28 participants to collect evidence on how our approach was used in relation to Vakkari's three-stage model of information seeking. We also analyzed participants' perceptions of usefulness, ease of use, and satisfaction in comparison to a common grid-based image search interface. The results from this study highlight the value of providing visual and interactive features to enable searchers to discover images from social media sources.
搜索在Twitter等社交媒体服务中发布的图像依赖于将文本查询与包含图像的帖子内容相匹配。不幸的是,社交媒体帖子可能并不总是对嵌入图像的内容提供准确或有意义的描述,这使得搜索图像成为一项具有挑战性的任务。在本研究中,我们使用图像处理和深度学习方法从图像中提取新的信息来增强帖子的文本内容,并提供一个可视化界面来实现交互式图像检索。我们对28名参与者进行了一项用户研究,以收集证据,证明我们的方法是如何与Vakkari的三阶段信息寻找模型相关联的。我们还分析了与普通的基于网格的图像搜索界面相比,参与者对有用性、易用性和满意度的看法。这项研究的结果强调了提供视觉和互动功能的价值,使搜索者能够从社交媒体资源中发现图像。
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引用次数: 5
A Reference-Dependent Model of Search Evaluation 基于参考的搜索评价模型
Jiqun Liu
Most of the existing IR studies employed final values of search behavior measures in building evaluation metrics. However, according to the theories and empirical evidences from Behavioral Economics studies, in people's evaluations of actions and outcomes, the carriers of the values of different actions are gains and losses defined relative to a reference point, rather than the absolute final assets. Based on this idea, I will first explore how users' levels of search satisfaction are affected by the gains and losses defined relative to the pre-search expectations of system performance or reference levels in a controlled lab study. Then, based on the data collected from a field study, I will test the predicative power of my reference-dependent models (built upon delta-value-based behavioral features given the corresponding reference points) in predicting user satisfaction in naturalistic settings, aiming to examine the extent to which the reference-dependent approach can approximate real users' search evaluations. The findings of this work can help us better understand the subjectivity, bias, and variation in users' evaluation of search experience and thus have implications for user modeling and system recommendations design.
现有的IR研究大多采用搜索行为测度的最终值来构建评价指标。然而,根据行为经济学研究的理论和经验证据,在人们对行为和结果的评价中,不同行为的价值载体是相对于一个参考点定义的收益和损失,而不是绝对的最终资产。基于这个想法,我将首先探讨用户的搜索满意度水平是如何受到与搜索前系统性能预期或参考水平相关的收益和损失的影响的。然后,基于从实地研究中收集的数据,我将测试我的参考依赖模型(建立在给定相应参考点的基于delta值的行为特征上)在预测自然环境下用户满意度方面的预测能力,旨在检验参考依赖方法在多大程度上可以近似真实用户的搜索评估。这项工作的发现可以帮助我们更好地理解用户对搜索体验的评价中的主观性、偏见和变化,从而对用户建模和系统推荐设计具有启示意义。
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引用次数: 1
Take One for the Team: Social-emotional Interactions and Outcomes on Social Question and Answers Sites 为团队做一件事:社会问答网站上的社会情感互动和结果
Sei-Ching Joanna Sin, Xinran Chen
With a process- and interaction-focus, this study posited that the nature and flow of users' interactions on a social question & answer (SQA) thread can impact their collaborative information seeking outcomes. Interaction Process Analysis (IPA) was applied to investigate the types and outcomes of users' social-emotional interactions. Over 1,000 Stack Overflow postings were manually coded; Chi-square tests and logistic regressions were used for analysis. The study found that over half of the sample included IPA social-emotional acts. Interestingly, Disagrees , an act in IPA's negative social-emotional area, was the most frequently found category. Disagrees exhibited a significant negative relationship with the post-level outcome, post score, but a significant positive main effect and an interaction effect with a thread-level outcome, view count. The study identified two tension points: (1) potential benefits for the group of collaborative information seekers, at the slight expense of the individual who performed the negative social-emotional act; and (2) strains between the instrumental vs. social aspects of SQA. Research and practical implications of the findings were discussed.
本研究以过程和交互为中心,假设用户在社交问答(SQA)线程上的交互的性质和流程会影响他们的协作信息寻求结果。应用交互过程分析(IPA)对用户社会情感交互的类型和结果进行了研究。超过1000个Stack Overflow帖子是手工编码的;采用卡方检验和logistic回归进行分析。研究发现,超过一半的样本包括IPA社会情感行为。有趣的是,不同意,在IPA的负面社会情绪领域的行为,是最常见的类别。不同意与后层次结果、后层次得分呈显著负相关,但与线程层次结果、浏览量呈显著正相关和交互作用。研究发现了两个紧张点:(1)协作信息寻求者群体的潜在利益,而执行消极社会情绪行为的个体则会受到轻微的损失;(2) SQA的工具性和社会性之间的差异。讨论了研究结果的研究和实际意义。
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引用次数: 1
The Impact of Dyslexia on the Information-Seeking Behaviour of Undergraduate Students 阅读障碍对大学生信息寻求行为的影响
Lynne Cole
This research aims to identify the impact of dyslexia on the information-seeking behaviour of undergraduate students within the context of preparation for a HE assignment by understanding the barriers to information-seeking and the workarounds employed. This will allow recommendations for support, through instruction and system design, to be made. A qualitative approach has been adopted to gain a rich, in-depth understanding of how dyslexia impacts information-seeking and naturalistic data has been collected. Participant captured screen recordings with follow up interviews have been collected and retrospective think aloud sessions are ongoing with undergraduate students with dyslexia. Initial findings suggest that dyslexia is causing barriers to information-seeking due to cognitive and affective challenges. Barriers identified from initial findings included difficulties attributed to spelling and memory difficulties which could manifest in the focus formulation phase of Kuhlthau's ISP and Bates' berrypicking model. Affective barriers relating to self-efficacy while information-seeking that could cause the information-seeker frustration were also found. There were indications that workarounds are being employed to try and overcome the difficulties to information-seeking caused by dyslexia, such as the use of query building aids, and the effectiveness of these workarounds for information-seekers with dyslexia will be investigated in future work.
本研究旨在通过了解信息寻找的障碍和所采用的解决方法,确定阅读障碍对大学生在准备高等教育作业时信息寻找行为的影响。这将允许通过指导和系统设计提出支持建议。一个定性的方法已被采用,以获得一个丰富的,深入的理解如何阅读障碍影响信息寻求和自然数据已收集。参与者在随访访谈中捕捉到的屏幕录音已被收集,并对患有阅读障碍的本科生进行了回顾性的大声思考课程。初步研究结果表明,由于认知和情感方面的挑战,阅读障碍正在造成信息寻求障碍。从最初的发现中发现的障碍包括拼写和记忆困难,这些困难可能在Kuhlthau的ISP和Bates的berrypking模型的焦点形成阶段表现出来。在信息寻求过程中,与自我效能感相关的情感障碍也可能导致信息寻求者受挫。有迹象表明,人们正在采用变通方法来尝试和克服由阅读障碍引起的信息查找困难,例如使用查询构建辅助工具,这些变通方法对有阅读障碍的信息查找者的有效性将在未来的工作中进行调查。
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引用次数: 0
A Visual Approach to Query Formulation for Systematic Search 面向系统搜索的可视化查询公式
Tony Russell-Rose, Jon Chamberlain, F. Shokraneh
Knowledge workers (such as healthcare information professionals, patent agents and legal researchers) need to create and execute search strategies that are accurate, repeatable and transparent. The traditional solution offered by most database vendors is to use proprietary line-by-line 'query builders'. However, these offer limited support for error checking or query optimisation, and their output can often be compromised by errors and inefficiencies. Using the healthcare domain for context, we demonstrate a new approach to search strategy formulation in which concepts are expressed as objects on a two-dimensional canvas, and relationships are articulated using direct manipulation. This approach eliminates many sources of syntactic error, makes the query semantics more transparent, and offers new ways to optimise, save and share search strategies and best practices
知识工作者(如医疗保健信息专业人员、专利代理人和法律研究人员)需要创建和执行准确、可重复和透明的搜索策略。大多数数据库供应商提供的传统解决方案是使用专有的逐行“查询构建器”。但是,它们对错误检查或查询优化提供的支持有限,而且它们的输出经常会受到错误和效率低下的影响。使用医疗保健领域作为上下文,我们展示了一种新的搜索策略制定方法,其中概念被表示为二维画布上的对象,并且使用直接操作来表达关系。这种方法消除了许多语法错误的来源,使查询语义更加透明,并提供了优化、保存和共享搜索策略和最佳实践的新方法
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引用次数: 15
Where to Go and What to Do: Towards Understanding Task-Based Information Behavior at Transitional Spaces 向何处去,做什么:理解过渡空间中基于任务的信息行为
Melanie A. Kilian
In public transitional spaces, such as airports, users are faced with diverse challenges regarding information interaction and use. These challenges arise due to the scheduled and/or location-dependent procedures users are required to perform. Understanding what these users need or desire in the context of such spaces, what information is on offer, both online and in situ, and how these aspects interrelate is important to facilitate the design of systems that are accepted by the users concerned. However, very little is known about human information behavior (HIB) in public transitional spaces. As a starting point to understand how behavior in such spaces relates to or differs from information behavior in other contexts, holistically, I will create an explanatory model of airport information behavior by conducting an exploratory grounded theory based field study and relating my findings to those of existing models.
在公共过渡空间,如机场,用户在信息交互和使用方面面临着各种挑战。这些挑战是由于用户需要执行计划和/或位置相关的过程而产生的。了解这些用户在这些空间的背景下需要或渴望什么,提供什么在线和就地信息,以及这些方面如何相互联系,对于促进有关用户接受的系统设计非常重要。然而,人们对公共过渡空间中人类信息行为(HIB)的了解甚少。作为理解这些空间中的行为如何与其他环境中的信息行为相关或不同的起点,总体而言,我将通过进行探索性的基于理论的实地研究,并将我的发现与现有模型的发现联系起来,创建一个机场信息行为的解释性模型。
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引用次数: 1
期刊
Proceedings of the 2019 Conference on Human Information Interaction and Retrieval
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