1.1k citations · 2k across the 52 of their papers we have counts for
4 papers · 1 filter
Can Fairness be Automated? Guidelines and Opportunities for Fairness-aware AutoML
Hilde Weerts, Florian Pfisterer, Matthias Feurer +7
The field of automated machine learning (AutoML) introduces techniques that automate parts of the development of machine learning (ML) systems, accelerating the process and reducin…
Theory-based Habit Modeling for Enhancing Behavior Prediction
Chao Zhang, Joaquin Vanschoren, Arlette van Wissen +3
Psychological theories of habit posit that when a strong habit is formed through behavioral repetition, it can trigger behavior automatically in the same environment. Given the rec…
Meta-QSAR: a large-scale application of meta-learning to drug design and discovery
Ivan Olier, Noureddin Sadawi, G. Richard Bickerton +4
We investigate the learning of quantitative structure activity relationships (QSARs) as a case-study of meta-learning. This application area is of the highest societal importance,…
ASlib: A Benchmark Library for Algorithm Selection
Bernd Bischl, Pascal Kerschke, Lars Kotthoff +8
The task of algorithm selection involves choosing an algorithm from a set of algorithms on a per-instance basis in order to exploit the varying performance of algorithms over a set…