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researcher

E. Pitkin

2 papers hereh-index 82k citations20 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • last author1

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • stat.AP1
  • stat.ME1

identity via Semantic Scholar / OpenAlex

most citedPeeking Inside the Black Box: Visualizing Statistical Learning with Plots of Individual Conditional Expectation

19 citations · 29 across the 2 of their papers we have counts for

collaborators

2 papers

stat.ME2013★ 10 cited

Improved Precision in Estimating Average Treatment Effects

Emil Pitkin, Richard Berk, Lawrence Brown +4

The Average Treatment Effect (ATE) is a global measure of the effectiveness of an experimental treatment intervention. Classical methods of its estimation either ignore relevant co…

stat.AP2013★ 19 cited

Peeking Inside the Black Box: Visualizing Statistical Learning with Plots of Individual Conditional Expectation

Alex Goldstein, Adam Kapelner, Justin Bleich +1

This article presents Individual Conditional Expectation (ICE) plots, a tool for visualizing the model estimated by any supervised learning algorithm. Classical partial dependence…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.