2,914 research outputs found

    Undergraduate Catalog of Studies, 2023-2024

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    Graduate Catalog of Studies, 2023-2024

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    On the Generation of Realistic and Robust Counterfactual Explanations for Algorithmic Recourse

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    This recent widespread deployment of machine learning algorithms presents many new challenges. Machine learning algorithms are usually opaque and can be particularly difficult to interpret. When humans are involved, algorithmic and automated decisions can negatively impact people’s lives. Therefore, end users would like to be insured against potential harm. One popular way to achieve this is to provide end users access to algorithmic recourse, which gives end users negatively affected by algorithmic decisions the opportunity to reverse unfavorable decisions, e.g., from a loan denial to a loan acceptance. In this thesis, we design recourse algorithms to meet various end user needs. First, we propose methods for the generation of realistic recourses. We use generative models to suggest recourses likely to occur under the data distribution. To this end, we shift the recourse action from the input space to the generative model’s latent space, allowing to generate counterfactuals that lie in regions with data support. Second, we observe that small changes applied to the recourses prescribed to end users likely invalidate the suggested recourse after being nosily implemented in practice. Motivated by this observation, we design methods for the generation of robust recourses and for assessing the robustness of recourse algorithms to data deletion requests. Third, the lack of a commonly used code-base for counterfactual explanation and algorithmic recourse algorithms and the vast array of evaluation measures in literature make it difficult to compare the per formance of different algorithms. To solve this problem, we provide an open source benchmarking library that streamlines the evaluation process and can be used for benchmarking, rapidly developing new methods, and setting up new experiments. In summary, our work contributes to a more reliable interaction of end users and machine learned models by covering fundamental aspects of the recourse process and suggests new solutions towards generating realistic and robust counterfactual explanations for algorithmic recourse

    Southern Adventist University Undergraduate Catalog 2023-2024

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    Southern Adventist University\u27s undergraduate catalog for the academic year 2023-2024.https://knowledge.e.southern.edu/undergrad_catalog/1123/thumbnail.jp

    Displacement and the Humanities: Manifestos from the Ancient to the Present

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    This is the final version. Available on open access from MDPI via the DOI in this recordThis is a reprint of articles from the Special Issue published online in the open access journal Humanities (ISSN 2076-0787) (available at: https://www.mdpi.com/journal/humanities/special_issues/Manifestos Ancient Present)This volume brings together the work of practitioners, communities, artists and other researchers from multiple disciplines. Seeking to provoke a discourse around displacement within and beyond the field of Humanities, it positions historical cases and debates, some reaching into the ancient past, within diverse geo-chronological contexts and current world urgencies. In adopting an innovative dialogic structure, between practitioners on the ground - from architects and urban planners to artists - and academics working across subject areas, the volume is a proposition to: remap priorities for current research agendas; open up disciplines, critically analysing their approaches; address the socio-political responsibilities that we have as scholars and practitioners; and provide an alternative site of discourse for contemporary concerns about displacement. Ultimately, this volume aims to provoke future work and collaborations - hence, manifestos - not only in the historical and literary fields, but wider research concerned with human mobility and the challenges confronting people who are out of place of rights, protection and belonging

    UMSL Bulletin 2023-2024

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    The 2023-2024 Bulletin and Course Catalog for the University of Missouri St. Louis.https://irl.umsl.edu/bulletin/1088/thumbnail.jp

    Graduate Catalog of Studies, 2023-2024

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    With the Participatory Consumer Audience in mind: exploring and developing professional brand identity designers reflexive practice

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    This PhD reflects upon first-hand unidirectional and passive consumer audience experience approaches prevalent in professional UK brand identity design. It explores: How brand identity designers might move towards an improved reflexive practice in the design of consumer audience experiences. This practice-led research focuses on the ideas generation stage of their design process. An ongoing constructivist audience paradigm shift signals that when thinking about and using their positionality in relation to their consumer audience experiences, designers need reflexive practice to support critical reflection of themselves, their biases and assumptions. This research uncovered a lack of relevant theory regarding reflexive practice specific to the context of brand identity design. This insufficiency throws into doubt designers' relational, participatory and equitable approaches in their working practices and their abilities to address market imperatives, including client requirements connected to the ongoing audience paradigm shift. Aligned with John Dewey's ethical pragmatism and drawing from Creswell, Tashakkori and Teddlie, my study adopts a mixed methods methodology. Alongside established qualitative and quantitative methods, this includes my practice via design visualisations, as discussed by Drucker, and builds upon Carl DiSalvo's approach of practice used to do inquiry and design as a method of inquiry. My practice enabled me to critically reflect, evaluate and construct reflexive practice knowledge, including the development of reflexive practice communications, to advance understanding of and improve other designers' reflexive practice, and to communicate my process of reflexive design practice research. Thirty UK-based professional brand identity designers participated in this research: nineteen participants in Phase One, a questionnaire, and six in Phase Two semi-structured interviews. Phase One and Two findings identified a gap in that designers are not employing a reflexive design practice and lack the resources to do so. Seeking to improve these shortcomings, eighteen initial reflexive design practice principles were explored and tested in Phase Three, a workshop involving five design participants. Results showed that the principles facilitated participants to advance prior thinking and engage in a reflexive design practice. Further reflections and insights from the same five Phase Three participants uncovered a need to refine and reduce the principles and communicate them in a guide. Eight revised overarching and eighteen sub-principles in a prototype guide were explored in Phase Four in applied practice by three brand identity designers involved in Phase Three. Results corroborated workshop findings and provided further recommendations. Contributions of this research are three-fold. First, offering an advanced understanding of professional brand identity designers' reflexive practice and process knowledge. Second, it produced a reflexive design guide with eight overarching and eighteen sub-reflexive design principles and corresponding digital app, thereby offering a preliminary new design practice method. This method offers a way to improve designers' thinking about and operation of their relational positionality, participatory consumer audience experience approaches, and reflexive design practice actions. Third, it provides a contribution to knowledge via its methodology, which integrates design visualisation practice into a mixed methods approach

    Proceedings of the 10th International congress on architectural technology (ICAT 2024): architectural technology transformation.

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    The profession of architectural technology is influential in the transformation of the built environment regionally, nationally, and internationally. The congress provides a platform for industry, educators, researchers, and the next generation of built environment students and professionals to showcase where their influence is transforming the built environment through novel ideas, businesses, leadership, innovation, digital transformation, research and development, and sustainable forward-thinking technological and construction assembly design

    Multidisciplinary perspectives on Artificial Intelligence and the law

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    This open access book presents an interdisciplinary, multi-authored, edited collection of chapters on Artificial Intelligence (‘AI’) and the Law. AI technology has come to play a central role in the modern data economy. Through a combination of increased computing power, the growing availability of data and the advancement of algorithms, AI has now become an umbrella term for some of the most transformational technological breakthroughs of this age. The importance of AI stems from both the opportunities that it offers and the challenges that it entails. While AI applications hold the promise of economic growth and efficiency gains, they also create significant risks and uncertainty. The potential and perils of AI have thus come to dominate modern discussions of technology and ethics – and although AI was initially allowed to largely develop without guidelines or rules, few would deny that the law is set to play a fundamental role in shaping the future of AI. As the debate over AI is far from over, the need for rigorous analysis has never been greater. This book thus brings together contributors from different fields and backgrounds to explore how the law might provide answers to some of the most pressing questions raised by AI. An outcome of the Católica Research Centre for the Future of Law and its interdisciplinary working group on Law and Artificial Intelligence, it includes contributions by leading scholars in the fields of technology, ethics and the law.info:eu-repo/semantics/publishedVersio
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