Designing a Belief Function-Based Accessibility Indicator to Improve Web Browsing for Disabled People

The purpose of this study is to provide an accessibility measure of web-pages, in order to draw disabled users to the pages that have been designed to be ac-cessible to them. Our approach is based on the theory of belief functions, using data which are supplied by reports produced by automatic web content assessors that test the validity of criteria defined by the WCAG 2.0 guidelines proposed by the World Wide Web Consortium (W3C) organization. These tools detect errors with gradual degrees of certainty and their results do not always converge. For these reasons, to fuse information coming from the reports, we choose to use an information fusion framework which can take into account the uncertainty and imprecision of infor-mation as well as divergences between sources. Our accessibility indicator covers four categories of deficiencies. To validate the theoretical approach in this context, we propose an evaluation completed on a corpus of 100 most visited French news websites, and 2 evaluation tools. The results obtained illustrate the interest of our accessibility indicator

Qualitative Modeling and Simulation of Socio-Economic Phenomena

This paper describes an application of recently developed qualitative reasoning techniques to complex, socio-economic allocation problems. We explain why we believe traditional optimization methods are inappropriate and how qualitative reasoning could overcome some of these shortcomings. A case study is presented where an authority is expected to devise a policy that satisfies certain constraints. We describe how sets of rules of thumb implementing such a policy can be analyzed and validated by the decision maker using a program which automatically builds and simulates qualitative models of the underlying dynamical system. Such a program constructs and simulates models from incomplete descriptions of initial states and functional relationships between variables. We show that it nevertheless gives sufficient information to the decision maker.Qualitative Modeling, Qualitative Reasoning, Decision Making, Allocation

information seeking as explorative learning

The paper starts with an overview of major problems hindering effective interactions with information retrieval systems. A brief review of models of the interaction taking place during information seeking is then provided with the aim of lying the ground for yet another model based on two levels of interaction: presentation and navigation. The former encompasses interactions with the user interface of the retrieval system, whereas the latter deals with the interaction that users experience with the information resource. It is claimed that this second level of interaction can be framed as an exploratory learning process and that its analysis provides adequate support for designing and evaluating information access systems

Group versus Individual Web Accessibility Evaluations: Effects with Novice Evaluators

We present an experiment comparing performance of 20 novice evaluators of accessibility carrying out Web Content Accessibility Guidelines 2.0 conformance reviews working individually to performance obtained when they work in teams of two. They were asked to first carry out an individual assessment of a web page. Later on, they were matched randomly to constitute a group of two and they were asked to revise their initial assessment and to produce a group assessment of the same page. Results indicate that significant differences were found for sensitivity (inversely related to false negatives: +8%) and agreement (when measured in terms of the majority view: +10%). Members of groups exhibited strong agreement on the evaluation results among them and with the group outcome. Other measures of validity and reliability are not significantly affected by group work. Practical implications of these findings are that, for example, when it is important to reduce the false-negative rate, then employing a group of two people is more useful than having individuals carrying out the assessment. Openings for future research include further explorations of whether similar results hold for groups larger than two or what is the effect of mixing people with different accessibility background. RESEARCH HIGHLIGHTS When novice accessibility evaluators work in groups, their ability to identify all the true problems increases (by 8%). Likewise, reliability of group evaluations increases (by 10%). Individual or group evaluations can be considered as equivalent methods with respect to false positives (if differences up to 8% in correctness are tolerated). Individual or group evaluations can be considered as equivalent methods with respect to overall effectiveness (if differences up to 11% in F-measure are tolerated)

Evaluating Conformance to WCAG 2.0: Open Challenges

Web accessibility for people with disabilities is a highly visible area of work in the field of ICT accessibility, including many policy activities in several countries. The commonly accepted guidelines for web accessibility (WCAG 1.0) were published in 1999 and have been extensively used by designers, evaluators and legislators. A new version of these guidelines (WCAG 2.0) was published in 2008. In this paper we point out the main challenges that WCAG 2.0 raises for web accessibility evaluators: the concept of "accessibility supported technologies"; success criteria testability; technique and failure openness, and the aggregation of partial results. We conclude the paper with some recommendations for the future

A Dual-Stream architecture based on Neural Turing Machine and Attention for the Remaining Useful Life Estimation problem

Estimating in a reliable way the Remaining Useful Life (RUL) of a mechanical component is a fundamental task in the field of Prognostics and Health Management (PHM). In recent years a greater availability of high quality sensors and easiness of data gathering gave rise to data-driven models based on deep learning for this task, which has recently seen the introduction of \u201cdual-stream\u201d architectures. In this paper we propose a dual-stream architecture to address the RUL estimation problem through the exploitation of a Neural Turing Machine (NTM) and a Multi-Head Attention (MHA) mechanism. The NTM is a content-based memory addressing system which gives each of the streams the ability to access to and interact with the memory and acts as a fusion technique. The MHA is an attention mechanism added as a mean for our architecture to identify the existing relations between different sensor data in order to reveal hidden patterns among them. To evaluate the performance of our model, we considered the C-MAPSS dataset, a benchmark dataset published by NASA consisting of several time series related to the life of turbofan engines. We show that our approach achieves the best prediction score (which measures the safety of the predictions) in the available literature on two of the C-MAPSS subdatasets

A user interface framework for the Square Kilometre Array: concepts and responsibilities

The Square Kilometre Array (SKA) project is responsible for developing the SKA Observatory, the world's largest radio telescope, with eventually over a square kilometre of collecting area and including a general headquarters as well as two radio telescopes: SKA1-Mid in South Africa and SKA1-Low in Australia. The SKA project consists of a number of subsystems (elements) among which the Telescope Manager (TM) is the one involved in controlling and monitoring the SKA telescopes. The TM element has three primary responsibilities: management of astronomical observations, management of telescope hardware and software subsystems, management of data to support system operations and all stakeholders (operators, maintainers, engineers and science users) in achieving operational, maintenance and engineering goals. Operators, maintainers, engineers and science users will interact with TM via appropriate user interfaces (UI). The TM UI framework envisaged is a complete set of general technical solutions (components, technologies and design information) for implementing a generic computing system (UI platform). Such a system will enable UI components to be instantiated to allow for human interaction via screens, keyboards, mouse and to implement the necessary logic for acquiring or deriving the information needed for interaction. It will provide libraries and specific Application Programming Interfaces (APIs) to implement operator and engineer interactive interfaces. This paper will provide a status update of the TM UI framework, UI platform and UI components design effort, including the technology choices, and discuss key challenges in the TM UI architecture, as well as our approaches to addressing them

Breaking The Exclusionary Boundary Between User Experience And Access: Steps Toward Making UX Inclusive Of Users With Disabilities

This research paper points out that we as Designers have failed to come up with a model of UX that would proximate a satisfying user experience for users with disabilities. It underscores the gaps in designer knowledge about disabled bodies. The research paper also draws the attention of the designer community to the limited understanding we presently possess of the disabled people\u27s notions of, and expectations from, satisfying user experiences. It proposes a multi-step process for shifting the focus of design activity from a medical model of accessibility design that retrofits normative designs to the needs of users with disabilities to developing an accessible user experience model (AUX) of design that counts these users as design collaborators, possessors of special knowledge about disabled bodies, and untapped sources of innovative designs that might offer additional design features for all users

A Proposal for Modelling Usability in a Holistic MDD Method

Holistic methods for Model-Driven Development (MDD) aim to model all the system features in a conceptual model. This conceptual model is the input for a model compiler that can generate software systems by means of automatic transformations. However, in general, MDD methods focus on modelling the structure and functionality of systems, relegating the interaction and usability features to manual implementations at the last steps of the software development process. Some usability features are strongly related to the functionality of the system and their inclusion is not so easy. In order to facilitate the inclusion of functional usability features from the first steps of the development process and bring closer MDD methods to the holistic perspective, we propose a Usability Model. The Usability Model gathers conceptual primitives that represent functional usability features in a sufficiently abstract way so that the model can be used with different holistic MDD methods. This paper defines all the primitives that can be used to represent functional usability features. Moreover, we have defined a process to include the Usability Model in any MDD method without affecting its existing conceptual model. The proposal is based on model-to-model and model-to-code transformations. As proof of concept, we have applied our proposal to an existing MDD method called the OO-method and we have measured its efficiency. (C) 2013 Elsevier B.V. All rights reserved.This work has been developed with the support of MICINN (PROS-Req TIN2010-19130-C02-02), UV (UV-INV-PRECOMP13-115032), GVA (ORCA PROMETEO/2009/015), and co-financed with ERDF. We acknowledge the support of the ITEA2 Call 3 UsiXML (20080026) and funding by the MITYC (TSI-020400-2011-20).Panach Navarrete, JI.; Aquino Salvioni, N.; Pastor López, O. (2014). A Proposal for Modelling Usability in a Holistic MDD Method. Science of Computer Programming. 86:74-88. https://doi.org/10.1016/j.scico.2013.06.008S74888