[PDF][PDF] Towards Explainable RE Tools

V Andreas, JP Winkler, H Femmer - 2018 - dl.gi.de
… reasons why the tool has made … explainable and actionable RE tools increase their acceptance
in practice and facilitate their integration in a semi-automated RE process, where tools do …

[PDF][PDF] Towards Explainable RE Tools

J Greenyer, M Lochau, T Vogel - thomas-vogel.github.io
… An explainable RE tool is able to provide rationales or indication for the decisions that it …
argue that RE tools should also provide actionable results. A result is actionable if the tool can …

One explanation does not fit all: A toolkit and taxonomy of ai explainability techniques

V Arya, RKE Bellamy, PY Chen, A Dhurandhar… - arXiv preprint arXiv …, 2019 - arxiv.org
Toward addressing these needs, we introduce AI … for the space of possibilities and tools
that bridge the gap from … the goal of providing accessible resources on explainability to non-…

An Actionability Assessment Tool for Explainable AI

R Singh, T Miller, L Sonenberg, E Velloso… - arXiv preprint arXiv …, 2024 - arxiv.org
towards designing more human-centred algorithmic systems by demonstrating the tool’s …
We want actionable information to be relevant to the recipient and the specific circumstances. …

Ai explainability 360 toolkit

V Arya, RKE Bellamy, PY Chen, A Dhurandhar… - Proceedings of the 3rd …, 2021 - dl.acm.org
Toward this end, we make use of a programming interface that is similar to popular Python
model development tools (… the goal of providing accessible resources on explainability to non-…

X2R2 a tool for explainable and explorative reidentification risk analysis

TR Hagedoorn, R Kumar, F Bonchi - Proceedings of the VLDB …, 2020 - dl.acm.org
… and the algorithms to achieve them, these tools have faced difficulties in being transferred to
… R 2 (Explainable Explorative Reidentification Risk), a data anonymization tool for the laymen…

Toward explainable artificial intelligence for regression models: A methodological perspective

S Letzgus, P Wagner, J Lederer… - IEEE Signal …, 2022 - ieeexplore.ieee.org
… This implies that the application of our restructuring approach to this example will significantly
reduce the influence on a3 on the explanation but preserve the influence of a4 and a5. …

Explainable AI (XAI): Core ideas, techniques, and solutions

R Dwivedi, D Dave, H Naik, S Singhal, R Omer… - ACM Computing …, 2023 - dl.acm.org
tools and techniques (instead of focusing on one single aspect of XAI), to cover different
aspects of XAI techniques such as visualization tools and tools … Our cogitations toward the future …

Improving understandability of feature contributions in model-agnostic explainable AI tools

S Hadash, MC Willemsen, C Snijders… - Proceedings of the 2022 …, 2022 - dl.acm.org
… for the design of explainability tools and the … towards explaining singular decisions. A
commonality in model-agnostic explanation tools is that, to construct explanations, most of the tools

Explainability fact sheets: a framework for systematic assessment of explainable approaches

K Sokol, P Flach - Proceedings of the 2020 conference on fairness …, 2020 - dl.acm.org
… knowledge required to fully utilise the explainability power of a … as a “standard reporting
tool” could undermine its adoption … towards a coherent list of properties desired of explainable