FairPilot: An Explorative System for Hyperparameter Tuning through the
Lens of Fairness

FairPilot: An Explorative System for Hyperparameter Tuning through the Lens of Fairness

10 April 2023

Francesco Di Carlo

Abolfazl Asudeh

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Papers citing "FairPilot: An Explorative System for Hyperparameter Tuning through the Lens of Fairness"

15 / 15 papers shown

Title
Bayesian Optimization is Superior to Random Search for Machine Learning Hyperparameter Tuning: Analysis of the Black-Box Optimization Challenge 2020 Ryan Turner David Eriksson M. McCourt J. Kiili Eero Laaksonen Zhen Xu Isabelle M Guyon BDL 76 303 0 20 Apr 2021
Fairness in Machine Learning L. Oneto Silvia Chiappa FaML 299 500 0 31 Dec 2020
Accuracy and Fairness Trade-offs in Machine Learning: A Stochastic Multi-Objective Approach Suyun Liu Luis Nunes Vicente FaML 65 71 0 03 Aug 2020
Importance of Tuning Hyperparameters of Machine Learning Algorithms Hilde J. P. Weerts A. Mueller Joaquin Vanschoren 54 110 0 15 Jul 2020
Open Source Software for Efficient and Transparent Reviews R. Schoot J. D. Bruin Raoul Schram Parisa Zahedi J. D. Boer ... Yongchao Ma Qixiang Fang Sybren Hindriks L. Tummers Daniel L. Oberski 68 520 0 22 Jun 2020
Verifying Individual Fairness in Machine Learning Models Philips George John Deepak Vijaykeerthy Diptikalyan Saha FaML 60 59 0 21 Jun 2020
Fair Bayesian Optimization Valerio Perrone Michele Donini Muhammad Bilal Zafar Robin Schmucker K. Kenthapadi Cédric Archambeau FaML 67 86 0 09 Jun 2020
Balancing Competing Objectives with Noisy Data: Score-Based Classifiers for Welfare-Aware Machine Learning Esther Rolf Max Simchowitz Sarah Dean Lydia T. Liu Daniel Björkegren Moritz Hardt J. Blumenstock 43 23 0 15 Mar 2020
Hyper-Parameter Optimization: A Review of Algorithms and Applications Tong Yu Hong Zhu AAML 81 540 0 12 Mar 2020
Teaching Responsible Data Science: Charting New Pedagogical Territory Julia Stoyanovich Armanda Lewis 43 38 0 23 Dec 2019
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 574 4,391 0 23 Aug 2019
An Intersectional Definition of Fairness James R. Foulds Rashidul Islam Kamrun Naher Keya Shimei Pan FaML 75 191 0 22 Jul 2018
Inherent Trade-Offs in the Fair Determination of Risk Scores Jon M. Kleinberg S. Mullainathan Manish Raghavan FaML 122 1,783 0 19 Sep 2016
On the relation between accuracy and fairness in binary classification Indrė Žliobaitė FaML 80 198 0 21 May 2015
Hyperparameter Search in Machine Learning Marc Claesen B. De Moor 88 442 0 07 Feb 2015