UMass Amherst
Matthew J. H. Rattigan

Knowledge Discovery Laboratory
Department of Computer Science
University of Massachusetts Amherst

rattigan@cs.umass.edu

 
About me:
I'm a graduate student working under David Jensen in the Knowledge Discovery Laboratory at UMass. My research focuses around learning causal models with relational data. Click here to download my c.v. and resume.
 
Papers:
Reidentification of Artists and Genres in KDD Cup 2011
Rattigan, M. (2011)
University of Massachusetts Amherst, Technical Report UM-CS-2011-021.

Relational Blocking For Causal Discovery
Rattigan, M., M. Maier, and D. Jensen (2011)
Proceedings of the 25th AAAI Conference on Artificial Intelligence.

Indexing Network Structure with Shortest-Path Trees
Maier, M., M. Rattigan, and D. Jensen (2011)
To appear, ACM Transactions on Knowledge Discovery from Data.

Leveraging D-Separation for Relational Data Sets
Rattigan, M. and D. Jensen (2010).
Proceedings of the 10th IEEE International Conference on Data Mining.

Relational Blocking for Causal Discovery in Networks. Rattigan, M., M. Maier, and D. Jensen (2010).
Proceedings of the 2010 Workshop on Information in Networks.

Hypothesis Testing Methods For Relational Data.
Rattigan, M. and D. Jensen (2009)
University of Massachusetts Amherst, Technical Report 09-053.

Discovering Causal Knowledge by Design.
Maier, M., M. Rattigan, and D. Jensen (2009)
University of Massachusetts Amherst, Technical Report 09-047.

Exploiting network structure for active inference in collective classification
Rattigan, M., M. Maier, and D. Jensen (2007).
Proceedings of the 7th IEEE International Conference on Data Mining Workshops.

Graph clustering with network structure indices
Rattigan, M., M. Maier and D. Jensen (2007).
Proceedings of the 24th International Conference on Machine Learning.

Using structure indices for efficient approximation of network properties
Rattigan, M., M. Maier, and D. Jensen (2006).
Proceedings of the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining

Learning Filesystems.
Rattigan, M., D. Jensen, and M. Corner (2003)
University of Massachusetts Amherst, Technical Report 05-070.

The Case For Anomalous Link Discovery
Rattigan, M. and D. Jensen. (2005)
ACM SIGKDD Explorations vol. 7 issue 2, December, 2005.
[a workshop version of this paper was presented at MRDM 2005]

Information Awareness: A Prospective Technical Assessment
Jensen, D. and M. Rattigan. (2003)
Proceedings of the 9th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining

Statistical Relational Learning: Four Claims and a Survey Neville, J., M. Rattigan and D. Jensen. (2003)
Proceedings of the Workshop on Learning Statistical Models from Relational Data, 18th International Joint Conference on Artificial Intelligence

Randomization Tests for Relational Learning
D. Jensen, J. Neville and M. Rattigan. (2003)
University of Massachusetts Amherst, Technical Report 03-05

Et cetera:
I may be the fastest man in Florence. Last December I ran up a mountain. I can eat fifty eggs. I prefer red wine to white.


Last updated: June 2011