Max Welling's
Publications in Machine Learning
Max Welling, Michal
Rosen-Zvi & Geoffrey Hinton
(2004)
Exponential Family Harmoniums
with an Application to Information Retrieval
NIPS 2004 [ps
pdf]
Max Welling, Richard
Zemel and Geoffrey Hinton
(2003)
Probabilistic Sequential
Independent Components Analysis
submitted [ps
pdf]
Max Welling (2004)
On the Choice of Regions
for Generalized Belief Propagation
UAI 2004 [ps
pdf]
Max Welling, Michal
Rosen-Zvi & Yee Whye Teh
(2004)
Approximate Inference
by Markov Chains on Union Spaces
ICML 2004 [ps
pdf]
Max Welling & Yee
Whye Teh (2002)
Linear Response Algorithms
for Approximate Inference in Graphical Models
Neural Computation 16 [ps]
Max Welling, Geoffrey
Hinton and Andriy Mnih
(2003)
Wormholes Improve Contrastive
Divergence
NIPS 2003 [ps
pdf]
Max Welling, Felix
Agakov & Chris Williams
(2003)
Extreme Components Analysis
NIPS 2003 [ps
pdf]
Max Welling & Yee
Whye Teh (2003)
Linear Response for Approximate
Inference
NIPS 2003 [ps
pdf]
Max Welling, Richard
Zemel and Geoffrey Hinton
(2003)
Efficient Parametric Projection
Pursuit Density Estimation
UAI 2003 [ps]
Yee Whye Teh, Max Welling,
Simon Osindero & Geoffrey Hinton
(2003)
Energy-Based Models for
Sparse Overcomplete Representations
Accepted in JMLR [ps]
Yee Whye Teh &
Max Welling (2003)
On Improving the Efficiency
of the Iterative Proportional Fitting Procedure
AISTATS 2003 [ps]
Max Welling, Richard
Zemel and Geoffrey Hinton
(2002)
Self-Supervised Boosting
NIPS 2002 [ps]
Max Welling, Geoffrey
Hinton and Simon Osindero
(2002)
Learning Sparse Topographic
Representations with Products of Student-t Distributions
NIPS 2002 [ps]
Max Welling & Yee
Whye Teh (2001)
Approximate Inference
in Boltzmann Machines
AIJ [ps]
Max Welling & Geoffrey
Hinton (2002)
A New Learning Algorithm
for Mean Field Boltzmann Machines
ICANN2002, Madrid [ps]
Geoffrey E. Hinton,
Max Welling, Yee Whye Teh & Simon K. Osindero (2001)
A New View of ICA
Int. Conf. on Independent
Component Analysis and Blind Source Separation, ICA2001, San
Diego [ps]
Yee Whye Teh &
Max Welling (2001)
The Unified Propagation
and Scaling Algorithm
NIPS2001, Vancouver [ps]
Max Welling & Markus
Weber(2001)
Positive Tensor Factorization
Pattern Recognition Letters
22 (12), pp. 1255-1261 [ps]
Max Welling & Yee
Whye Teh (2001)
Belief Optimization for
Binary Networks: A stable Alternative to Loopy Belief Propagation
UAI2001, Seattle, Washington
[ps]
Max Welling & Markus
Weber(2001)
A Constrained EM Algorithm
for Independent Component Analysis
neural computation 13 (3),
pp. 677-689 [ps]
Markus Weber, Max Welling
& Pietro Perona
(2000)
Unsupervised Learning
of Models for Recognition
Proc. 6th Europ. Conf. Comp.
Vis., ECCV2000, Dublin [ps]
Markus Weber, Max Welling
& Pietro Perona
(2000)
Towards Automatic Discovery
of Object Categories
Proc. IEEE Comp. Soc. Conf.
Comp. Vis. and Pat. Rec., CVPR20000, Hilton Head Island [ps]
Markus Weber, Wolfgang
Einhauser, Max Welling & Pietro Perona
(2000)
Viewpoint-Invariant Learning
and Detection of Human Heads
Proc. 4th Int. Conf. Autom.
Face and Gesture Rec., FG2000, Grenoble [ps]
Max Welling & Markus
Weber (1999)
Independent Component
Analysis of Incomplete Data
Proceedings of the 6th Annual
Joint Symposium on Neural Computation, JNSC99, Pasadena [ps]
M. Weber, M. Welling
& P. Perona (1999)
Unsupervised learning
of models for visual object class recognition
Proceedings of the 6th Annual
Joint Symposium on Neural Computation, JNSC99, Pasadena [ps]
Max Welling's
Technical Reports and Research Notes in Machine Learning
Cristian Sminchisescu,
Max Welling and Geoffrey Hinton
(2003)
Generalized Darting Monte
Carlo
Technical Report
[pdf]
Max Welling (2001)
Labelling with Loopy Belief
Revision
Research Note [ps]
Max Welling & Geoffrey
Hinton (2001)
A New Learning Algorithm
for Mean Field Boltzmann Machines
Technical Report GCNU TR
2001-002 [ps]
Yee Whye Teh &
Max Welling (2001)
Passing and Bouncing Messages
for Generalized Inference
Technical Report GCNU TR
2001-001 [ps]
Max Welling (1999)
Robust cumulant expansions
for probability density estimation
Technical Report [ps]
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