Search Results for author: Boris Ruf

Found 8 papers, 2 papers with code

Explaining how your AI system is fair

no code implementations3 May 2021 Boris Ruf, Marcin Detyniecki

To implement fair machine learning in a sustainable way, choosing the right fairness objective is key.

Decision Making Fairness

Implementing Fair Regression In The Real World

no code implementations9 Apr 2021 Boris Ruf, Marcin Detyniecki

Most fair regression algorithms mitigate bias towards sensitive sub populations and therefore improve fairness at group level.

Fairness regression

Active Fairness Instead of Unawareness

no code implementations14 Sep 2020 Boris Ruf, Marcin Detyniecki

The possible risk that AI systems could promote discrimination by reproducing and enforcing unwanted bias in data has been broadly discussed in research and society.

Fairness

Getting Fairness Right: Towards a Toolbox for Practitioners

no code implementations15 Mar 2020 Boris Ruf, Chaouki Boutharouite, Marcin Detyniecki

The potential risk of AI systems unintentionally embedding and reproducing bias has attracted the attention of machine learning practitioners and society at large.

Fairness

Fair Adversarial Gradient Tree Boosting

1 code implementation13 Nov 2019 Vincent Grari, Boris Ruf, Sylvain Lamprier, Marcin Detyniecki

The approach incorporates at each iteration the gradient of the neural network directly in the gradient tree boosting.

Attribute Fairness +1

Fairness-Aware Neural Réyni Minimization for Continuous Features

1 code implementation12 Nov 2019 Vincent Grari, Boris Ruf, Sylvain Lamprier, Marcin Detyniecki

Second, by minimizing the HGR directly with an adversarial neural network architecture.

Fairness

Contract Statements Knowledge Service for Chatbots

no code implementations10 Oct 2019 Boris Ruf, Matteo Sammarco, Marcin Detyniecki

Towards conversational agents that are capable of handling more complex questions on contractual conditions, formalizing contract statements in a machine readable way is crucial.

Chatbot

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