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Fairness constraints: A flexible approach for fair classification
Algorithmic decision making is employed in an increasing number of real-world applications
to aid human decision making. While it has shown considerable promise in terms of …
to aid human decision making. While it has shown considerable promise in terms of …
In-processing modeling techniques for machine learning fairness: A survey
Machine learning models are becoming pervasive in high-stakes applications. Despite their
clear benefits in terms of performance, the models could show discrimination against …
clear benefits in terms of performance, the models could show discrimination against …
Fairness beyond disparate treatment & disparate impact: Learning classification without disparate mistreatment
Automated data-driven decision making systems are increasingly being used to assist, or
even replace humans in many settings. These systems function by learning from historical …
even replace humans in many settings. These systems function by learning from historical …
Flexible resource optimization for GEO multibeam satellite communication system
Conventional GEO satellite communication systems rely on a multibeam foot-print with a
uniform resource allocation to provide connectivity to users. However, applying uniform …
uniform resource allocation to provide connectivity to users. However, applying uniform …
Joint UAV hovering altitude and power control for space-air-ground IoT networks
Unmanned aerial vehicles (UAVs) have been widely used in both military and civilian
applications. Equipped with diverse communication payloads, UAVs cooperating with …
applications. Equipped with diverse communication payloads, UAVs cooperating with …
Spiking control systems
R Sepulchre - Proceedings of the IEEE, 2022 - ieeexplore.ieee.org
Spikes and rhythms organize control and communication in the animal world, in contrast to
the bits and clocks of digital technology. As continuous-time signals that can be counted …
the bits and clocks of digital technology. As continuous-time signals that can be counted …
From parity to preference-based notions of fairness in classification
The adoption of automated, data-driven decision making in an ever expanding range of
applications has raised concerns about its potential unfairness towards certain social …
applications has raised concerns about its potential unfairness towards certain social …
General heuristics for nonconvex quadratically constrained quadratic programming
We introduce the Suggest-and-Improve framework for general nonconvex quadratically
constrained quadratic programs (QCQPs). Using this framework, we generalize a number of …
constrained quadratic programs (QCQPs). Using this framework, we generalize a number of …
Bias in Machine Learning--what is it good for?
In public media as well as in scientific publications, the term\emph {bias} is used in
conjunction with machine learning in many different contexts, and with many different …
conjunction with machine learning in many different contexts, and with many different …
RISMA: Reconfigurable intelligent surfaces enabling beamforming for IoT massive access
Massive access for Internet-of-Things (IoT) in beyond 5G networks represents a daunting
challenge for conventional bandwidth-limited technologies. Millimeter-wave technologies …
challenge for conventional bandwidth-limited technologies. Millimeter-wave technologies …