Exploration for Algorithmic Fairness

Channel:
United States Simons Institute for the Theory of Computing
Subscribers:
68,700
Published on ● Video Link: https://www.youtube.com/watch?v=5YrLLYVfI3o


Duration: 15:35
421 views
0

Jackie Baek (MIT / NYU)
https://simons.berkeley.edu/talks/exploration-algorithmic-fairness
Meet the Fellows Welcome Event Fall 2022

Disparate impact of machine learning algorithms is often caused by imbalanced datasets, in particular, the scarcity of data from certain subpopulations. One obvious solution to this problem is to collect more data - and one natural way to do this is to continue collecting data after an algorithm is deployed. In this sense, the use of exploration in an online learning framework is a natural way to "collect more data" over time to address this problem. I will talk about some recent work on fairness in exploration, as well as some open directions in this setting.



Other Videos By Simons Institute for the Theory of Computing


2022-09-09Competitive Control
2022-09-09Machine Learning on Large-Scale Graphs
2022-09-09Adaptive Online Learning without Prior Knowledge
2022-09-09Incentive-Aware Machine Learning
2022-09-09How Robust Is the Gittins Index? A Queueing Case Study
2022-09-09Quantum Scientific Computation
2022-09-09Quantum Algorithms for Hamiltonian Simulation with Unbounded Operators
2022-09-09Recent Trends in Minimum Cut Algorithms
2022-09-09The Power of Two Matrices in Spectral Algorithms
2022-09-09Approximately Efficient Bilateral Trade
2022-09-09Exploration for Algorithmic Fairness
2022-09-09On universal portfolios with continuous side information
2022-09-09Estimation of Games under No Regret
2022-09-09Misinformation, Persuasion, and News Media on Social Networks
2022-09-08Transmission Neural Networks: From Virus Spread Models to Neural Networks
2022-09-08Understanding the Geometry of Graph Neural Networks
2022-09-08Diversity and inequality in social networks
2022-09-08Birds of a Feather Flock Together: How Homophily Leads to Segregation, Inequality, and...
2022-09-03Graphons and Graph Limits 3
2022-09-03Networks and Economics 4
2022-09-02Epidemics 3


Tags:
Simons Institute
theoretical computer science
UC Berkeley
Computer Science
Theory of Computation
Theory of Computing
Meet the Fellows Welcome Event Fall 2022
Jackie Baek