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Samory Kpotufe
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Articles
27
Transfer Neyman-Pearson Algorithm for Outlier Detection
2 January 2025 by
Mohammadreza Kalan
and
others
Machine Learning
Efficient Estimation of the Central Mean Subspace via Smoothed Gradient Outer Products
13 September 2024 by
Gan Yuan
and
others
Machine Learning
,
Methodology
A More Unified Theory of Transfer Learning
29 August 2024 by
Steve Hanneke
and
Samory Kpotufe
Machine Learning
,
Artificial Intelligence
Nonlinear Meta-Learning Can Guarantee Faster Rates
24 May 2024 by
Dimitri Meunier
and
others
Machine Learning
,
Statistics Theory
Distribution-Free Rates in Neyman-Pearson Classification
14 February 2024 by
Mohammadreza Kalan
and
Samory Kpotufe
Machine Learning
Tracking Most Significant Shifts in Nonparametric Contextual Bandits
19 November 2023 by
Joe Suk
and
Samory Kpotufe
Machine Learning
Limits of Model Selection under Transfer Learning
12 October 2023 by
Steve Hanneke
and
others
Machine Learning
Tight Rates in Supervised Outlier Transfer Learning
7 October 2023 by
Mohammadreza Kalan
and
Samory Kpotufe
Machine Learning
Classification Tree Pruning Under Covariate Shift
22 June 2023 by
Nicholas Galbraith
and
Samory Kpotufe
Machine Learning
Nuances in Margin Conditions Determine Gains in Active Learning
25 February 2022 by
Samory Kpotufe
and
others
Machine Learning
Tracking Most Severe Arm Changes in Bandits
5 January 2022 by
Joe Suk
and
Samory Kpotufe
Machine Learning
Feature Extraction for Novelty Detection in Network Traffic
10 June 2021 by
Kun Yang
and
others
Networking and Internet Architecture
,
Machine Learning
An Efficient One-Class SVM for Anomaly Detection in the Internet of Things
22 April 2021 by
Kun Yang
and
others
Networking and Internet Architecture
,
Machine Learning
Self-Tuning Bandits over Unknown Covariate-Shifts
21 October 2020 by
Joseph Suk
and
Samory Kpotufe
Machine Learning
A No-Free-Lunch Theorem for MultiTask Learning
13 July 2020 by
Steve Hanneke
and
Samory Kpotufe
Machine Learning
,
Statistics Theory
Gaussian Sketching yields a J-L Lemma in RKHS
12 March 2020 by
Samory Kpotufe
and
Bharath Sriperumbudur
Machine Learning
,
Probability
On the Value of Target Data in Transfer Learning
12 February 2020 by
Steve Hanneke
and
Samory Kpotufe
Machine Learning
Marginal Singularity, and the Benefits of Labels in Covariate-Shift
4 June 2018 by
Samory Kpotufe
and
Guillaume Martinet
Machine Learning
Quickshift++: Provably Good Initializations for Sample-Based Mean Shift
21 May 2018 by
Heinrich Jiang
and
others
Machine Learning
Achieving the time of
1
-NN, but the accuracy of
k
-NN
22 December 2017 by
Lirong Xue
and
Samory Kpotufe
Statistics Theory
,
Machine Learning
An Adaptive Strategy for Active Learning with Smooth Decision Boundary
25 November 2017 by
Andrea Locatelli
and
others
Machine Learning
Adaptivity to Noise Parameters in Nonparametric Active Learning
16 March 2017 by
Andrea Locatelli
and
others
Machine Learning
Modal-set estimation with an application to clustering
13 June 2016 by
Heinrich Jiang
and
Samory Kpotufe
Machine Learning
Consistent procedures for cluster tree estimation and pruning
5 June 2014 by
Kamalika Chaudhuri
and
others
Machine Learning
Consistency of Causal Inference under the Additive Noise Model
23 December 2013 by
Samory Kpotufe
and
others
Machine Learning
Which Spatial Partition Trees are Adaptive to Intrinsic Dimension?
9 May 2012 by
Nakul Verma
and
others
Machine Learning
k-NN Regression Adapts to Local Intrinsic Dimension
19 October 2011 by
Samory Kpotufe
Machine Learning
Pruning nearest neighbor cluster trees
5 May 2011 by
Samory Kpotufe
and
Ulrike Von Luxburg
Machine Learning
Escaping the curse of dimensionality with a tree-based regressor
19 February 2009 by
Samory Kpotufe
Machine Learning
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Key points
Topics
Machine Learning
Statistics Theory
Networking and Internet Architecture
Methodology
Probability