James Petterson


I'm a PhD student at the Research School of Information Science and Engineering of the Australian National University, and a research engineer at NICTA, where I am associated with the Statistical Machine Learning Program. Before shifting to an academic career I worked for 10 years as a software engineer in the telecommunications industry.


Contact:

Physical Address:
7 London Circuit, Tower A
Canberra ACT 2601
Australia
Postal Address:
Locked Bag 8001
Canberra ACT 2601
Australia
Phone:
(+61) 2 6267 6281
Email:
james.petterson@nicta.com.au

Publications:

[1]Submodular Multi-Label Learning.
NIPS, 2011.
J. Petterson, T. Caetano.
[pdf] [bib] [code]

[2]Attribute-based Vehicle Search in Crowded Surveillance Videos.
ICMR, 2011.
R. Feris, B. Siddiquie, Y. Zhai, J. Petterson, L. Brown, S. Pankanti.
[pdf] [bib] 

[3]Large-Scale Vehicle Detection in Challenging Urban Surveillance Environments.
WACV, 2011.
R. Feris, J. Petterson, B. Siddiquie, L. Brown, S. Pankanti.
[pdf] [bib] 

[4]Reverse Multi-Label Learning.
NIPS, 2010.
J. Petterson, T. Caetano.
[pdf] [bib] [code]

[5]Word Features for Latent Dirichlet Allocation.
NIPS, 2010.
J. Petterson, A. Smola, T. Caetano, W. Buntine, S. Narayanamurthy.
[pdf] [bib] 

[6]Multitask Learning without Label Correspondences.
NIPS, 2010.
N. Quadrianto, A. Smola, T. Caetano, S. Vishwanathan, J. Petterson.
[pdf] [bib] 

[7]Exponential Family Graph Matching and Ranking.
NIPS, 2009.
J. Petterson, T. Caetano, J. McAuley, J. Yu.
[pdf] [bib] [code]

[8]Distribution Matching for Transduction.
NIPS, 2009.
N. Quadrianto, J. Petterson, A. Smola.
[pdf] [bib] 

[9]Hash Kernels for Structured Data.
JMLR, 2009.
Q. Shi, J. Petterson, G. Dror, J. Langford, A. Smola, S. Vishwanathan.
[pdf] [bib] [code]

[10]Hash Kernels.
AISTATS, 2009.
Q. Shi, J. Petterson, G. Dror, J. Langford, A. Smola, A. Strehl, S. Vishwanathan.
[pdf] [bib] [code]

Software:

Large Scale Online Learning (Stream), a software platform for the implementation of large-scale online learning algorithms. This project is part of Elefant. You can check out the latest version of the source code with this command:
svn co http://elefant-svn.developer.nicta.com.au/elefant/trunk/elefant/stream