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Supporting the design of data visualisation for the visually impaired through reinforcement learning 通过强化学习支持视障人士的数据可视化设计
Pub Date : 2020-04-20 DOI: 10.1145/3371300.3383354
Dalal Aljasem
The aim of the research is to present a possible approach to help visually impaired people to make decisions while interacting with a data visualisation task. The main goal is to build a Machine Learning model (i.e. Reinforcement Learning) that can predict the visual behaviour of visually impaired people when they interact with a data visualisation. This work concerns partial vision, where the damage occurred in either the peripheral vision such as in the Tunnel vision (e.g. due to Glaucoma), or in the central vision (e.g. in age-related Macular Degeneration). Getting the desired results would help in designing accessible visualisation tasks which will assist the decision-making process for the relevant users. Initially, the model will be iteratively evaluated on existing visual search tasks from the literature; the tasks will consist of both visual impairment-and normal vision-related tasks. Once the model is tested, a new visualisation task that is suitable for the visually impaired will be designed and evaluated on human participants in order to help the cycle of design, development and testing, with the ultimate goal of supporting and transforming user experience for the visual impaired. The model will be iteratively refined using more advanced methods such as Deep Reinforcement Learning (DRL). Furthermore, rational analysis framework will inform the building of the model, as it uses rationality as an empirical tool to explain how and why people adapt to their environment.
这项研究的目的是提出一种可能的方法,帮助视障人士在与数据可视化任务互动时做出决定。主要目标是建立一个机器学习模型(即强化学习),可以预测视障人士在与数据可视化交互时的视觉行为。这项工作涉及部分视力,其中损害发生在周围视力,如隧道视力(如青光眼)或中央视力(如年龄相关性黄斑变性)。获得期望的结果将有助于设计可访问的可视化任务,这将有助于相关用户的决策过程。首先,该模型将迭代评估现有的视觉搜索任务;这些任务将包括视觉障碍和正常视觉相关的任务。一旦模型测试完成,我们将设计一个适合视障人士的新的可视化任务,并对人类参与者进行评估,以帮助设计、开发和测试的循环,最终目标是支持和改变视障人士的用户体验。该模型将使用更先进的方法(如深度强化学习(DRL))进行迭代改进。此外,理性分析框架将告知模型的构建,因为它使用理性作为经验工具来解释人们如何以及为什么适应他们的环境。
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引用次数: 0
A return to community: Flintstones or Jetsons? 回归社区:《摩登原始人》还是《杰森一家》?
Pub Date : 2020-04-20 DOI: 10.1145/3371300.3389789
Vivienne L. Conway
The Conference theme is "Automation for Accessibility". What I want to look at today is the effect of automation on the lives of people living with disability. In this vein, as a member of the 'Baby Boomer' generation, I reflected on a couple of different cartoons from my youth - The Flintstones and The Jetsons. Both of these cartoons were created in the 1960's by Hanna-Barbera. There were some remarkable similarities, with episodes of each involving concepts such as transportation, home conveniences, work environment, and family life. I don't know if you noticed it or not, but neither of these cartoon shows ever had a person with a disability in the show. I know that is changing, and there is much debate about how that is done. It does show that our social conscience is becoming more attuned to the need for inclusion and diversity in all areas of life - work, homelife, sports and entertainment. While we certainly are not living as the Jetsons yet (still waiting for my jet-pack), we are not Flintstones either. We are developing yet more means of automating our lives, improving the lives of people with disabilities, and streamlining some of our work processes. However, I don't think anyone here would say we have arrived, and they probably won't ever say that - there is always more to be done. Perhaps we are ready for a new cartoon, showing an exciting view of what the future could hold, but including characters with a broad range of abilities.
会议的主题是“无障碍自动化”。今天我想讲的是自动化对残疾人生活的影响。在这种情况下,作为“婴儿潮”一代的一员,我回顾了我年轻时看过的几部不同的动画片——《摩登原始人》和《杰森一家》。这两幅漫画都是汉纳-巴伯拉在20世纪60年代创作的。它们有一些惊人的相似之处,每个剧集都涉及交通、家庭便利、工作环境和家庭生活等概念。我不知道你们是否注意到了,但这两部卡通片都没有出现过残疾人。我知道这种情况正在改变,关于如何做到这一点存在很多争论。它确实表明,我们的社会良知正变得越来越适应生活各个领域——工作、家庭生活、体育和娱乐——的包容性和多样性的需要。虽然我们肯定还没有像杰森一家那样生活(还在等我的喷气背包),但我们也不是燧石族。我们正在开发更多的自动化生活方式,改善残疾人的生活,简化我们的一些工作流程。然而,我不认为这里的任何人会说我们已经成功了,他们可能永远也不会这么说——总有更多的事情要做。也许我们已经准备好看一部新的动画片了,它展示了一个令人兴奋的未来景象,但其中包括具有广泛能力的角色。
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引用次数: 0
Comparing accessibility evaluation plug-ins 比较可访问性评估插件
Pub Date : 2020-04-20 DOI: 10.1145/3371300.3383346
Tânia Frazão, Carlos M. Duarte
This article reports the results of a study comparing evaluation accessibility plugins extensions for the Chrome web browser. Eight of the most well-known tools among developers were chosen. All tools are free or available under an open-source license, and work with the Chrome browser. The tools were compared based on their feature set, their usability and their evaluation results of ten of the Alexa top websites. We found that individual tools still provide limited coverage of the success criteria; the coverage of success criteria varies quite a lot from evaluation engine to evaluation engine; what are the most and least covered success criteria in automated evaluations. After analysing the results, we highly recommend to use more than one tool (with a different engine) and to complement automated evaluation with manual checking.
本文报告了一项比较评估Chrome web浏览器的可访问性插件扩展的研究结果。开发者们从中选出了8个最知名的工具。所有工具都是免费的,或者在开源许可下提供,并且可以与Chrome浏览器一起使用。这些工具是根据它们的功能集、可用性和对十个Alexa顶级网站的评估结果进行比较的。我们发现单个工具仍然提供有限的成功标准覆盖;成功标准的覆盖范围在不同的评估引擎之间差异很大;自动化评估中涉及最多和最少的成功标准是什么?在分析结果之后,我们强烈建议使用多个工具(使用不同的引擎),并通过手动检查来补充自动评估。
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引用次数: 16
Session details: Automation 会话详细信息:自动化
Pub Date : 2020-04-20 DOI: 10.1145/3395941
S. Harper
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引用次数: 0
Analysis of automated contrast checking tools 分析自动对比检查工具
Pub Date : 2020-04-20 DOI: 10.1145/3371300.3383348
R. Almeida, Carlos M. Duarte
Creating web pages with information that is perceivable has to be a priority concern in their development. One of the main factors impacting the ability to read text in web pages is the contrast between the text's foreground and background colors. A number of automated tools have emerged to help web page designers create pages that abide by the minimum contrast requirements, established in the Web Content Accessibility Guidelines. We studied a subset of these tools to understand their current limitations. To help us achieve this goal we created a set of test cases exploring the different ways in which foreground and background colors can be mixed in web pages. We found that current tools can assist in detecting poor contrast in web pages, but have a clear limitation when evaluating text over images and text inside images.
创建带有可感知信息的网页必须是开发过程中优先考虑的问题。影响网页文本阅读能力的主要因素之一是文本前景和背景颜色之间的对比。许多自动化工具已经出现,以帮助网页设计师创建符合web内容可访问性指南中规定的最低对比度要求的页面。我们研究了这些工具的一个子集,以了解它们当前的局限性。为了帮助我们实现这个目标,我们创建了一组测试用例,探索在网页中混合前景和背景颜色的不同方式。我们发现,目前的工具可以帮助检测网页中的低对比度,但在评估文本超过图像和图像中的文本时有明显的限制。
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引用次数: 5
The case for 'health related impairments and disabilities' "与健康有关的损伤和残疾"的案例
Pub Date : 2020-04-20 DOI: 10.1145/3371300.3383335
S. Harper, Julia Müller, Alan Davies, Hugo Nicolau, Sukru Eraslan, Y. Yeşilada
Health conditions, both chronic and acute, are often accompanied by disability-like impairments that might affect mobility, cognition, or perception. These impairments are often pernicious because they are difficult to isolate, vary in intensity and extent over time, and are under-investigated. Here, we make the case that solutions to these impairments are often impervious to traditional accessibility solutions and thinking, and that new solutions are needed. We present argumentation and case-studies, which build the case for a different category of impairments called 'Health-Related Impairments and Disabilities' (HIID). The distinction between traditionally defined disabilities and HIIDs are important because an understanding that this category of impairments is fundamentally different both in cause and nature, affects the effectiveness of the accessibility solutions we provide. Here, we intended to outline the 'problem'1 space and elaborate on the four main characteristics of HIIDs (as we see them) to provide delineation and clarity. This is the only way that robust solutions within this problem space can be enacted, being: (1) Combinatorial Impairments; (2) Dynamic Impairments varying in Magnitude and Extent; (3) Impairments as a Comorbidity; and (4) Socio-Technical. It is our intention to outline these characteristics with third-party cases to serve as exemplars of the problems faced. We do not provide research solutions, or indeed any novel empirical evidence. But rather, define a place for discussions to begin. Therefore, this work is better understood as a position paper or a call-to-action. Simply, we make the case that addressing the disability (caused by the underlying illness) is often ineffective; what we need to do is address the illness directly which will in turn address the disability through their transitory relationship.
慢性和急性健康状况往往伴有可能影响行动、认知或感知的残疾样损伤。这些损伤往往是有害的,因为它们难以隔离,强度和程度随时间而变化,而且研究不足。在这里,我们认为这些缺陷的解决方案通常不受传统无障碍解决方案和思维的影响,因此需要新的解决方案。我们提出了论证和案例研究,这些研究为“与健康有关的损伤和残疾”(HIID)的不同类别的损伤建立了案例。传统定义的残疾和HIIDs之间的区别很重要,因为理解这类障碍在原因和性质上都是根本不同的,会影响我们提供的无障碍解决方案的有效性。在这里,我们打算概述“问题”1空间,并详细说明HIIDs的四个主要特征(正如我们所看到的),以提供描述和清晰度。这是在这个问题空间中可以制定健壮解决方案的唯一方法,即:(1)组合损伤;(2)不同幅度和程度的动态损伤;(3)作为共病的损伤;(4)社会技术。我们打算用第三方的案例概述这些特点,作为所面临问题的范例。我们不提供研究解决方案,或任何新颖的经验证据。而是定义一个讨论开始的地方。因此,这项工作最好被理解为一份立场文件或一份行动呼吁。简单地说,我们认为解决残疾(由潜在疾病引起的)往往是无效的;我们需要做的是直接解决疾病问题从而通过他们短暂的关系解决残疾问题。
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引用次数: 0
Bias on the web and beyond: an accessibility point of view 偏见在网络和超越:可访问性的观点
Pub Date : 2020-04-20 DOI: 10.1145/3371300.3385335
R. Baeza-Yates
The Web is the most powerful communication medium and the largest public data repository that humankind has created. Its content ranges from great reference sources such as Wikipedia to ugly fake news. Indeed, social (digital) media is just an amplifying mirror of ourselves, good or bad. Indeed, as all people has their own cultural and cognitive biases (e.g., confirmation bias, see Figure 1), web content as well as our web interactions are tainted with them. Data bias includes redundancy and spam, while interaction bias includes activity and presentation/exposure bias. In addition, sometimes algorithms add bias, particularly in the context of search and recommendation systems. As bias generates bias, we stress the importance of debiasing data as well as using the context and other techniques such as explore & exploit, to break filter bubbles. Our main goal is to make people aware of the different biases that affect all of us on the Web as well as stress that we should design inclusive content such that we help people with learning disabilities (e.g., dyslexia) or vision problems (e.g., daltonism), among others. This makes the Web more accessible for all people. Finally, we have to remark that awareness is the first step to be able to fight and reduce the vicious cycle of web bias. For more details see my article on this topic [1].
Web是人类创造的最强大的通信媒介和最大的公共数据存储库。它的内容从维基百科(Wikipedia)等重要参考来源到丑陋的假新闻都有。事实上,社交(数字)媒体只是我们自己的一面放大镜,无论好坏。事实上,所有人都有自己的文化和认知偏见(例如,确认偏见,见图1),网络内容以及我们的网络互动都受到它们的污染。数据偏差包括冗余和垃圾邮件,而交互偏差包括活动和呈现/曝光偏差。此外,有时算法会增加偏见,特别是在搜索和推荐系统的背景下。由于偏见会产生偏见,我们强调消除偏见数据的重要性,以及使用上下文和其他技术(如探索和利用)来打破过滤气泡。我们的主要目标是让人们意识到在网络上影响我们所有人的不同偏见,并强调我们应该设计包容性的内容,这样我们就可以帮助有学习障碍(例如,阅读障碍)或视力问题(例如,道尔顿症)等的人。这使得所有人都更容易访问Web。最后,我们必须指出,意识是能够对抗和减少网络偏见恶性循环的第一步。要了解更多细节,请参阅我关于这个主题的文章[1]。
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引用次数: 1
Measuring complexity of e-government services for people with low vision 衡量为弱视人士提供的电子政务服务的复杂性
Pub Date : 2020-04-20 DOI: 10.1145/3371300.3383350
Aritz Sala, Myriam Arrue, J. Pérez, S. Espín-Tello
Online public services may alleviate many of the inconveniences citizens have to face when accessing public services in the real world. People with low vision may be one of the collectives who could benefit from electronic services (short as e-services) the most, as they can be accessed anytime, anywhere and with the help of their usual assistive technology. Many public e-services are provided by means of accessing, completing and submitting an online-form. However, they are not always accessible for people with low vision and completing them often becomes a complex task. This paper aims to provide mechanisms for measuring the complexity of public e-services forms for people with low vision. Five public e-services have been evaluated according to accessibility guidelines and complexity measuring metrics. In addition, an exploratory study was conducted including five people with low vision and five without visual impairments. The preliminary analysis of the data collected leads us to identify some of the key aspects to be included in online-forms complexity metrics for people with low vision.
网上公共服务可以减轻市民在现实世界中获得公共服务时所面临的许多不便。视力低下的人可能是最能从电子服务(简称电子服务)中受益的群体之一,因为他们可以随时随地在他们通常的辅助技术的帮助下进行访问。许多公共电子服务是通过访问、填写和提交在线表格的方式提供的。然而,对于低视力的人来说,它们并不总是可用的,完成它们往往成为一项复杂的任务。本文旨在提供一种衡量弱视人群公共电子服务表单复杂性的机制。根据可访问性准则和复杂性衡量指标,对五项公共电子服务进行了评估。此外,还对5名低视力者和5名无视力障碍者进行了探索性研究。对收集到的数据进行初步分析后,我们确定了一些关键的方面,这些方面应该包括在针对低视力人群的在线表格复杂性指标中。
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引用次数: 2
Session details: Web accessibility challenge 会话细节:Web可访问性挑战
Pub Date : 2020-04-20 DOI: 10.1145/3395937
Victoria Yaneva, D. Ahmetovic
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引用次数: 0
Web accessibility testing for Singapore government e-services 新加坡政府电子服务的网页无障碍测试
Pub Date : 2020-04-20 DOI: 10.1145/3371300.3383353
Zui Young Lim, Jia Min Chua, Kaiting Yang, Wei Shin Tan, Yinn Chai
The paper proposes a customized automated accessibility testing tool built on existing open source tools that makes upholding web accessibility standards less daunting and overwhelming for developers working on Singapore government e-services. We incorporate findings from contextual inquiry (N = 8) on government e-service use by persons with disabilities (PWDs) in Singapore to help software development teams identify and prioritise accessibility test findings within the agile development cycle. Our tool incorporates a customised accessibility audit tool with rule set prioritised from the contextual inquiry, and built as part of a software package that can be rapidly deployed on continuous integration / continuous delivery (CI/CD) platforms to scale up the adoption and accessibility testing. The goal of our tool is to deliver a usable output for developers and product managers that is streamlined, targeted, and integrated into existing workflows.
本文提出了一种基于现有开源工具的定制的自动可访问性测试工具,它使维护网络可访问性标准对从事新加坡政府电子服务的开发人员来说不那么令人生畏和难以承受。我们结合了新加坡残疾人(pwd)使用政府电子服务的上下文调查(N = 8)的结果,以帮助软件开发团队在敏捷开发周期内识别和优先考虑可访问性测试结果。我们的工具结合了一个定制的易访问性审计工具,该工具带有上下文查询中优先考虑的规则集,并且作为软件包的一部分构建,可以快速部署在持续集成/持续交付(CI/CD)平台上,以扩展采用和易访问性测试。我们的工具的目标是为开发人员和产品经理提供一个可用的输出,它是流线型的,有针对性的,并且集成到现有的工作流中。
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引用次数: 6
期刊
Proceedings of the 17th International Web for All Conference
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