Floris Bex

Dataset More than a Ritual

T. G. J. Schepers, Floris Bex, Shirley Kempeneer, Albert Meijer

Dataset with the journal articles, policy documents, and advisory reports analysed for the article "More than a ritual: the recursive dynamic between governance instruments for algorithmization and algorithmic risk". Data is in Dutch.

nl (code pays fourni par la source)

Dataset More than a Ritual

T. G. J. Schepers, Floris Bex, Shirley Kempeneer, Albert Meijer

Dataset with the journal articles, policy documents, and advisory reports analysed for the article "More than a ritual: the recursive dynamic between governance instruments for algorithmization and algorithmic risk". Data is in Dutch.

nl (code pays fourni par la source)

Rules of engagement: preserving academic values in impactful collaborations with public sector partners

Albert Meijer, Mirko Tobias Schäfer, Floris Bex

BERT, are you paying attention? Attention regularization with human-annotated rationales

Elize Herrewijnen, Phuong D. H. Nguyen, Floris Bex, Albert Gatt

Attention regularisation aims to supervise the attention patterns in language models like BERT.Various studies have shown that using human-annotated rationales, in the form of highlights that explain why a text has a specific label, can have positive effects on model generalisability.In this …

nl (code pays fourni par la source)

14 Rules of engagement: preserving academic values in impactful collaborations with public sector partners

Albert Meijer, Mirko Tobias Schäfer, Floris Bex

Explabox: A Python Toolkit for Standardized Auditing and Explanation of Text Models

Marcel Robeer, Michiel Pieter Bron, Elize Herrewijnen, Riwish Hoeseni et autres

Developed to meet the practical machine learning (ML) auditing requirements of the Netherlands National Police, Explabox is an open-source Python toolkit that implements a standardized four-step analysis workflow: explore, examine, explain, and expose.The framework transforms models and data (ingestibles) into interpretable reports …

jp, nl (code pays fourni par la source)

Justifying Black-Box Predictions with Domain Knowledge

Joeri G.T. Peters, Floris Bex, H. Prakken

AF-CBA uses case-based argumentation to justify classifier predictions by arguing about differences between cases. We extend the mechanism by modelling which differences can compensate for each other by constructing arguments using domain knowledge. This involves a secondary argumentation framework. To assist experts …

nl (code pays fourni par la source)

Responsible algorithmization at the Netherlands Police:Insights from the interdisciplinary ALGOPOL-project

Merijn Bruijnes, Albert Meijer, Isabelle Donatz-Fest, Esther Nieuwenhuizen et autres

Explanations Increase Citizen Trust in Police Algorithmic Recommender Systems: Findings from Two Experimental Tests

Esther Nieuwenhuizen, Albert Meijer, Floris Bex, Stephan Grimmelikhuijsen

A long-standing question in e-government research is how to maintain citizen trust in digital encounters with the government. This question is even more pertinent as algorithmic recommender systems (such as chatbots) are now becoming an integral part of digital public service delivery. …

nl (code pays fourni par la source)

Precedent-based reasoning with incomplete information for human-in-the-loop decision support

Daphne Odekerken, Floris Bex, Henry Prakken

Abstract We define and study the notions of stability and relevance for precedent-based reasoning, focusing on Horty’s result model of precedential constraint. According to this model, precedents constrain the possible outcomes for a focus case, which is a yet undecided case, where …

nl (code pays fourni par la source)

The Explabox: Model-Agnostic Machine Learning Transparency & Analysis

Marcel Robeer, Michiel Bron, Elize Herrewijnen, Riwish Hoeseni et autres

We present the Explabox: an open-source toolkit for transparent and responsible machine learning (ML) model development and usage. Explabox aids in achieving explainable, fair and robust models by employing a four-step strategy: explore, examine, explain and expose. These steps offer model-agnostic analyses …

Related Explanations in Formal Argumentation, an Empirical Study

Roos Scheffers, Floris Bex, AnneMarie Borg

In formal argumentation theory, multiple argumentation-based explanation methods have been formulated based on ideas from social and cognitive science. However, these have not yet been empirically validated. One such idea is that information in an explanation needs to be related; in argumentation-based …

nl (code pays fourni par la source)