Dirk Husmeier
12 papers · 2009–2024 · 5 conferences · across top CS/AI conferences
Achievements
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π Conference Polyglot (5) π Renaissance Researcher (5) π Interdisciplinary Bridge π§ Keyword Pioneer π Academic Marathon (15)
π
Cross-Pollinator
(12)
πΊοΈ
Taxonomy Completionist
(24)
π
Renaissance Researcher
(5)
π§¬
Topic Evolution
π
Keyword Champion
(2)
π±
Topic Pioneer
π₯
Unstoppable
(5)
π
Century Club
(12)
π
Trend Setter
ποΈ
Keyword Collector
(55)
Conferences
AISTATS (5)
ICML (3)
NIPS (2)
JMLR (1)
WACV (1)
Top co-authors
Keywords
gradient matching
(4)
gaussian process
(3)
parameter inference
(3)
bayesian inference
(3)
dynamic bayesian network
(3)
time series
(2)
markov chain monte carlo
(2)
time series analysis
(2)
bayesian regularization
(1)
structure learning
(1)
nonparametric bayesian
(1)
network structure learning
(1)
gene expression
(1)
ecological modeling
(1)
non-stationary processes
(1)
mcmc sampling
(1)
network reconstruction
(1)
posterior sampling
(1)
change-point detection
(1)
medical image segmentation
(1)
Papers
Physics and Lie symmetry informed Gaussian processes
ICML 2024
Boundary constrained Gaussian processes for robust physics-informed machine learning of linear partial differential equations
JMLR 2024
The Fully Convolutional Transformer for Medical Image Segmentation
WACV 2023
Multiphase MCMC Sampling for Parameter Inference in Nonlinear Ordinary Differential Equations
AISTATS 2018
Fast Parameter Inference in Nonlinear Dynamical Systems using Iterative Gradient Matching
ICML 2016
Controversy in mechanistic modelling with Gaussian processes
ICML 2015
Sparse Bayesian Variable Selection for the Identification of Antigenic Variability in the Foot-and-Mouth Disease Virus
AISTATS 2014
ODE parameter inference using adaptive gradient matching with Gaussian processes
AISTATS 2013
Reconstructing ecological networks with hierarchical Bayesian regression and Mondrian processes
AISTATS 2013
Bayesian regularization of non-homogeneous dynamic Bayesian networks by globally coupling interaction parameters
AISTATS 2012
Inter-time segment information sharing for non-homogeneous dynamic Bayesian networks
NIPS 2010
Non-stationary continuous dynamic Bayesian networks
NIPS 2009