HIIT Seminar

2015-05-18 13:15:00 2015-05-18 14:00:00 Europe/Helsinki HIIT Seminar When: 18.5.2015 at 13:15 Where: T2 CS Building http://old.cs.aalto.fi/en/midcom-permalink-1e4f4945754c862f49411e493882b5c69a269086908 Otakaari 2, 02150, Espoo

When: 18.5.2015 at 13:15 Where: T2 CS Building

18.05.2015 / 13:15 - 14:00

Speaker: Indrė Žliobaitė,

Title:

"Can machines discriminate? And how to prevent that”.

Abstract:
Discrimination-aware data mining/ machine learning is an emerging discipline at an intersection of computer science, law and social sciences. Law defines no-discrimination constraints, machine learning incorporates those constraints into algorithms for learning models from data. The goal is to prevent discrimination when decisions in real life are made based on model outputs. As an example consider automated CV screening for new openings at job portals. This talk will give an overview of current research trends in discrimination-aware machine learning.

Indrė Žliobaitė is a researcher at Aalto University, HIIT, and University of Helsinki. Her main research interests include predictive modeling with streaming data, spatio-temporal data, and predictive modeling with no-discrimination constraints. For more information see http://www.zliobaite.com/