Kevin Canini
6 papers · 2005–2018 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot ยท Bronze
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Academic Marathon ยท Half
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Hot Topic Early Bird
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Trend Setter
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Research topics
Keywords
monotonic function
(3)
look-up table
(2)
lattice regression
(2)
structural risk minimization
(1)
ensemble method
(1)
monotonicity constraint
(1)
shape constraint
(1)
feature calibration
(1)
model stabilization
(1)
neural network
(1)
prediction churn
(1)
deep lattice network
(1)
calibrated model
(1)
ensemble learning
(1)
lattice function
(1)
feature selection
(1)
markov chain monte carlo
(1)
Papers
Diminishing Returns Shape Constraints for Interpretability and Regularization
NeurIPS 2018
Deep Lattice Networks and Partial Monotonic Functions
NeurIPS 2017
Fast and Flexible Monotonic Functions with Ensembles of Lattices
NeurIPS 2016
Launch and Iterate: Reducing Prediction Churn
NeurIPS 2016
Monotonic Calibrated Interpolated Look-Up Tables
JMLR 2016
Online Inference of Topics with Latent Dirichlet Allocation
AISTATS 2005