Julian McAuley
PhD Student
RSISE, Australian National University / Statistical Machine Learning group, NICTA
moc.liamg@yeluacm.nailuj

Publications

In Press

Graphical models
J. J. McAuley, T. S. Caetano, W. Buntine
Encyclopedia of Machine Learning (C. Sammut and G. Webb, editors)

2010

Exact inference in graphical models: is there more to it?
J. J. McAuley, T. S. Caetano
Learning and Intelligent Optimization
[arXiv]

2009

Exploiting within-clique factorizations in junction-tree algorithms
J. J. McAuley, T. S. Caetano
NIPS Workshop on Discrete Optimization in Machine Learning; NIPS Workshop on Learning with Orderings
Exponential family graph matching and ranking
J. Petterson, T. S. Caetano, J. J. McAuley, J. Yu
Neural Information Processing Systems
[bibtex]
Hierarchical image-region labeling via structured learning
J. J. McAuley, T. de Campos, G. Csurka, F. Perronnin
British Machine Vision Conference
[link] [bibtex] [poster]
Faster graphical models for point-pattern matching
T. S. Caetano, J. J. McAuley
Spatial Vision
[link] [bibtex] [code (C++)]
Shape classification through structured learning of matching measures
L. Chen, J. J. McAuley, R. S. Feris, T. S. Caetano, M. Turk
IEEE Computer Society Conference on Computer Vision and Pattern Recognition
[link] [bibtex] [code (C++)] [poster]
Learning graph matching
T. S. Caetano, J. J. McAuley, L. Cheng, Q. V. Le, A. J. Smola
IEEE Transactions on Pattern Analysis and Machine Intelligence
[link] [bibtex] [code (C++)] [conference version]
Consistent hierarchical labeling of image and image regions
J. J. McAuley, T. de Campos, G. Csurka, F. Perronnin
U.S. Patent Application 12/546,948
Unified graph matching in Euclidean spaces and applications to image comparison and retrieval
J. J. McAuley, T. de Campos
U.S. Patent Application 12/571,630

2008

Robust near-isometric matching via structured learning of graphical models
J. J. McAuley, T. S. Caetano, A. J. Smola
Neural Information Processing Systems
[link] [bibtex] [code (C++)] [poster]
Consistent structured estimation for weighted bipartite matching
J. Petterson, T. S. Caetano, J. J. McAuley
NIPS Workshop on Algebraic and Combinatorial Methods in Machine Learning
[link] [bibtex] [slides]
Graph rigidity, cyclic belief propagation and point pattern matching
J. J. McAuley, T. S. Caetano, M. S. Barbosa
IEEE Transactions on Pattern Analysis and Machine Intelligence
[link] [bibtex] [code (C++)]

2007

Rich-club phenomenon across complex network hierarchies
J. J. McAuley, T. S. Caetano, L. da F. Costa
Applied Physics Letters
[link] [bibtex] [code (C++)]

2006

Learning high-order MRF priors of color images
J. J. McAuley, T. S. Caetano, A. J. Smola, M. O. Franz
International Conference on Machine Learning
[link] [bibtex] [code (C/Matlab)] [poster]


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