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researcher

G. Hooker

45 papers hereh-index 346.2k citations144 works total

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

author position
  • sole author2
  • first author9
  • middle author13
  • last author21

Across the 45 of 45 papers where every author was matched, so the position is known.

fields
  • stat.ME19
  • stat.ML15
  • math.ST5
  • stat.OT2
  • math.NA1
  • q-bio.PE1

identity via Semantic Scholar / OpenAlex

activity
20112024
most citedQuantifying Uncertainty in Random Forests via Confidence Intervals and Hypothesis Tests

151 citations · 692 across the 40 of their papers we have counts for

collaborators
Showing 2015Show all

3 papers · 1 filter

stat.ML2015

Bootstrap Bias Corrections for Ensemble Methods

Giles Hooker, Lucas Mentch

This paper examines the use of a residual bootstrap for bias correction in machine learning regression methods. Accounting for bias is an important obstacle in recent efforts to de…

stat.ME2015

Combining Functional Data Registration and Factor Analysis

Cecilia Earls, Giles Hooker

We extend the definition of functional data registration to encompass a larger class of registered functions. In contrast to traditional registration models, we allow for registere…

stat.ME2015

Adapted Variational Bayes for Functional Data Registration, Smoothing, and Prediction

Cecilia Earls, Giles Hooker

We propose a model for functional data registration that compares favorably to the best methods of functional data registration currently available. It also extends current inferen…

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