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Think about the stakeholders first! Toward an algorithmic transparency playbook for regulatory compliance
Increasingly, laws are being proposed and passed by governments around the world to
regulate artificial intelligence (AI) systems implemented into the public and private sectors …
regulate artificial intelligence (AI) systems implemented into the public and private sectors …
A performance-explainability framework to benchmark machine learning methods: application to multivariate time series classifiers
Our research aims to propose a new performance-explainability analytical framework to
assess and benchmark machine learning methods. The framework details a set of …
assess and benchmark machine learning methods. The framework details a set of …
A model for the progressive visualization of multidimensional data structure
This paper presents a model for the progressive visualization and exploration of the
structure of large datasets. That is, an abstraction on different components and relations …
structure of large datasets. That is, an abstraction on different components and relations …
A generic framework for black-box explanations
C Henin, D Le Métayer - … Conference on Big Data (Big Data), 2020 - ieeexplore.ieee.org
Beyond their differences, most black-box explanation methods share a number of features
and can be framed in a common structure. We identify these features and propose a generic …
and can be framed in a common structure. We identify these features and propose a generic …
Fanoos: Multi-resolution, multi-strength, interactive explanations for learned systems
D Bayani, S Mitsch - … Conference on Verification, Model Checking, and …, 2022 - Springer
Abstract Machine learning is becoming increasingly important to control the behavior of
safety and financially critical components in sophisticated environments, where the inability …
safety and financially critical components in sophisticated environments, where the inability …
Towards an Ethical and Data Privacy Metrology for AI-Enriched Human-Centered XR Systems
This paper works towards an initial ontology of assessment techniques for building AI-
enriched human-centered XR systems, denoted Intelligent Realities (IRs). Rather than …
enriched human-centered XR systems, denoted Intelligent Realities (IRs). Rather than …
[HTML][HTML] Visual growing neural gas for exploratory data analysis
This paper argues for the use of a topology learning algorithm, the Growing Neural Gas
(GNG), for providing an overview of the structure of large and multidimensional datasets that …
(GNG), for providing an overview of the structure of large and multidimensional datasets that …
Fanoos: multi-resolution, multi-strength, interactive explanations for learned systems
D Bayani, S Mitsch - arxiv preprint arxiv:2006.12453, 2020 - arxiv.org
Machine learning is becoming increasingly important to control the behavior of safety and
financially critical components in sophisticated environments, where the inability to …
financially critical components in sophisticated environments, where the inability to …
What does it cost to deploy an XAI system: A case study in legacy systems
S Höhn, N Faradouris - … , Transparent Autonomous Agents and Multi-Agent …, 2021 - Springer
Abstract Enterprise Resource Planning (ERP) software is used by businesses and extended
via customisation. Automated custom code analysis and migration is a critical issue at ERP …
via customisation. Automated custom code analysis and migration is a critical issue at ERP …
[PDF][PDF] Organizational safety and health topics in current German artificial intelligence projects and the road ahead
As Artificial Intelligence spreads into more and more areas of our lives, not least our work
lives, political and regulatory aspects are in need of revision. We analyzed the current …
lives, political and regulatory aspects are in need of revision. We analyzed the current …