Publications

KDD 2013 Workshop on Mining and Learning with Graphs

CVPR 2011 Workshop on Inference in Graphical Models with Structured Potentials

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Conference Papers

2013

From amateurs to connoisseurs: modeling the evolution of user expertise through online reviews
J. J. McAuley, J. Leskovec
World Wide Web
link | bibtex | data | slides | edlab

What's in a name? Understanding the interplay between titles, content, and communities in social media
H. Lakkaraju, J. J. McAuley, J. Leskovec
International Conference on Weblogs and Social Media
link | bibtex

2012

Learning to discover social circles in ego networks
J. J. McAuley, J. Leskovec
Neural Information Processing Systems
link | bibtex | code (C++) | data | poster | MIT tech review | Wired | Kaggle

Learning attitudes and attributes from multi-aspect reviews
J. J. McAuley, J. Leskovec, D. Jurafsky
International Conference on Data Mining
link | bibtex | code (C++) | data | slides | Piilaakso

Image labeling on a network: using social-network metadata for image classification
J. J. McAuley, J. Leskovec
European Conference on Computer Vision
link | bibtex | code (C++) | data | poster

2011

Optimization of robust loss functions for weakly-labeled image taxonomies: an ImageNet case study
J. J. McAuley, A. Ramisa, T. S. Caetano
Energy Minimization Methods in Computer Vision and Pattern Recognition
link | bibtex | code (C++) | data | slides

2010

Exploiting data-independence for fast belief-propagation
J. J. McAuley, T. S. Caetano
International Conference on Machine Learning
link | bibtex | code (C++) | poster

Unified graph matching in Euclidean spaces
J. J. McAuley, T. de Campos, T. S. Caetano
Computer Vision and Pattern Recognition
link | bibtex | code (C++) | data | poster

Exploiting within-clique factorizations in junction-tree algorithms
J. J. McAuley, T. S. Caetano
Artificial Intelligence and Statistics
link | bibtex | code (C++) | poster

2009

Exponential family graph matching and ranking
J. Petterson, T. S. Caetano, J. J. McAuley, J. Yu
Neural Information Processing Systems
link | bibtex | code (C++) | poster

Hierarchical image-region labeling via structured learning
J. J. McAuley, T. de Campos, G. Csurka, F. Perronnin
British Machine Vision Conference
link | bibtex | code (C++) | poster

Shape classification through structured learning of matching measures
L. Chen, J. J. McAuley, R. S. Feris, T. S. Caetano, M. Turk
Computer Vision and Pattern Recognition
link | bibtex | code (C++) | poster

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++) | data | poster

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

Journal Papers

To appear

Discovering social circles in ego networks
J. J. McAuley, J. Leskovec
ACM Transactions on Knowledge Discovery from Data
link | bibtex | code (C++) | data | MIT tech review | Wired | Kaggle

2012

Optimization of robust loss functions for weakly-labeled image taxonomies
J. J. McAuley, A. Ramisa, T. S. Caetano
International Journal of Computer Vision
link | bibtex | code (C++) | data

Fast matching of large point sets under occlusions
J. J. McAuley, T. S. Caetano
Pattern Recognition
link | bibtex | code (C++) | data

2011

Fast inference with min-sum matrix product
P. F. Felzenszwalb, J. J. McAuley
IEEE Transactions on Pattern Analysis and Machine Intelligence
link | bibtex | code (C++)

Faster algorithms for max-product message-passing
J. J. McAuley, T. S. Caetano
Journal of Machine Learning Research
link | bibtex | code (C++)

2009

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++) | data

Faster graphical models for point-pattern matching
T. S. Caetano, J. J. McAuley
Spatial Vision (by invitation)
link | bibtex | code (C++) | data

2008

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++) | data

2007

The rich-club phenomenon across complex network hierarchies
J. J. McAuley, T. S. Caetano, L. da Fontoura Costa
Applied Physics Letters
link | bibtex | code (C++)

Workshops

2012

Learning to discover social circles in ego networks
J. J. McAuley, J. Leskovec
NIPS Workshop on Social Network and Social Media Analysis
link

2010

Learning near-isometric matching models
J. J. McAuley, T. S. Caetano
ICML Workshop on Learning in Non-(geo)metric Spaces
link | poster

Exact inference in graphical models: is there more to it?
J. J. McAuley, T. S. Caetano
NIPS Workshop on Learning with Orderings; Learning and Intelligent Optimization
link | slides

2009

Exploiting within-clique factorizations in junction-tree algorithms
J. J. McAuley, T. S. Caetano
NIPS Workshop on Discrete Optimization in Machine Learning
link | poster

2008

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 | slides

Book Chapters

2010

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

Patents

Pending

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
link

Consistent hierarchical labeling of images and image regions
J. J. McAuley, T. de Campos, G. Csurka, F. Perronnin
U.S. Patent Application 12/546,948
link