Robert Williamson
6 papers · 2010–2023 · 3 venues · across top CS/AI venues
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Achievements
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๐ฃ Hot Topic Early Bird ๐ Academic Marathon ยท Half ๐ Interdisciplinary Bridge ยท Bronze ๐บ๏ธ Taxonomy Completionist (12) ๐ Conference Polyglot ยท Bronze
๐
Keyword Champion
(2)
๐งญ
Keyword Pioneer
๐
Trend Setter
Venues
Top co-authors
Research topics
Keywords
class probability estimation
(2)
loss function
(2)
composite loss
(2)
binary classification
(1)
convex optimization
(1)
risk minimization
(1)
quantile regression
(1)
classification noise
(1)
convex loss
(1)
exp-concave loss
(1)
noise tolerance
(1)
regret bound
(1)
boosting algorithm
(1)
decision tree
(1)
proper loss
(1)
proper scoring rule
(1)
risk measure
(1)
scoring function
(1)
conditional value at risk
(1)
link function
(1)
Papers
Random Classification Noise does not defeat All Convex Potential Boosters Irrespective of Model Choice
ICML 2023
Fairness risk measures
ICML 2019
Lossless or Quantized Boosting with Integer Arithmetic
ICML 2019
Exp-Concavity of Proper Composite Losses
COLT 2015
Elicitation and Identification of Properties
COLT 2014
Convexity of Proper Composite Binary Losses
AISTATS 2010