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Stegle, Oliver
9 publications
CLeaR
2024
Bicycle: Intervention-Based Causal Discovery with Cycles
Martin Rohbeck
,
Brian Clarke
,
Katharina Mikulik
,
Alexandra Pettet
,
Oliver Stegle
,
Kai Ueltzhöffer
NeurIPSW
2023
Identifying Effects of Disease on Single-Cells with Domain-Invariant Generative Modeling
Abdul Moeed
,
Martin Rohbeck
,
Kai Ueltzhoeffer
,
Pavlo Lutsik
,
Oliver Stegle
,
Marc Jan Bonder
ECML-PKDD
2016
Warped Matrix Factorisation for Multi-View Data Integration
Naruemon Pratanwanich
,
Pietro Liò
,
Oliver Stegle
NeurIPS
2013
It Is All in the Noise: Efficient Multi-Task Gaussian Process Inference with Structured Residuals
Barbara Rakitsch
,
Christoph Lippert
,
Karsten Borgwardt
,
Oliver Stegle
UAI
2011
Detecting Low-Complexity Unobserved Causes
Dominik Janzing
,
Eleni Sgouritsa
,
Oliver Stegle
,
Jonas Peters
,
Bernhard Schölkopf
NeurIPS
2011
Efficient Inference in Matrix-Variate Gaussian Models with \iid Observation Noise
Oliver Stegle
,
Christoph Lippert
,
Joris M. Mooij
,
Neil D. Lawrence
,
Karsten Borgwardt
NeurIPS
2010
Probabilistic Latent Variable Models for Distinguishing Between Cause and Effect
Oliver Stegle
,
Dominik Janzing
,
Kun Zhang
,
Joris M. Mooij
,
Bernhard Schölkopf
AISTATS
2009
A Kernel Method for Unsupervised Structured Network Inference
Christoph Lippert
,
Oliver Stegle
,
Zoubin Ghahramani
,
Karsten Borgwardt
ICML
2008
Gaussian Process Product Models for Nonparametric Nonstationarity
Ryan Prescott Adams
,
Oliver Stegle