44 citations · 44 across the 3 of their papers we have counts for
3 papers
cs.LG2016
On Human Intellect and Machine Failures: Troubleshooting Integrative Machine Learning Systems
Besmira Nushi, Ece Kamar, Eric Horvitz +1
We study the problem of troubleshooting machine learning systems that rely on analytical pipelines of distinct components. Understanding and fixing errors that arise in such integr…
cs.AI2016★ 44 cited
Identifying Unknown Unknowns in the Open World: Representations and Policies for Guided Exploration
Himabindu Lakkaraju, Ece Kamar, Rich Caruana +1
Predictive models deployed in the real world may assign incorrect labels to instances with high confidence. Such errors or unknown unknowns are rooted in model incompleteness, and…
cs.AI2014
Stochastic Privacy
Adish Singla, Eric Horvitz, Ece Kamar +1
Online services such as web search and e-commerce applications typically rely on the collection of data about users, including details of their activities on the web. Such personal…