Physical Sciences and Mathematics Commons^™

Tell Me Why? Tell Me More! Explaining Predictions, Iterated Learning Bias, And Counter-Polarization In Big Data Discovery Models, Olfa Nasraoui

Commonwealth Computational Summit

Outline:

What can go Wrong in Machine Learning?

• Unfair Machine Learning
• Iterated Bias & Polarization
• Black Box models

Tell me more: Counter-Polarization

Tell me why: Explanation Generation

Correct Model Selection In Multiple Regression Analyses Of Big Data, Katherine L. Thompson

Commonwealth Computational Summit

Goals:

• Improve statistical modeling in a variety of application areas
• Correctly identify the relationships present in data sets
• Understand the difficulty in choosing the correct statistical model in big data