Papers
Graphical Models -
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High dimensional graphical model selection using L1-regularized logistic regression.
Martin Wainwright, Pradeep Ravikumar, John Lafferty. NIPS 2006
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Quadratic Programming Relaxations for Metric Labeling and Markov Random Field
MAP Estimation. Pradeep Ravikumar, John Lafferty.
ICML 2006
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Preconditioner Approximations for Probabilistic Graphical Models. Pradeep Ravikumar, John Lafferty.
NIPS 2005
- Variational Chernoff
Bounds for Graphical Models. Pradeep Ravikumar, John Lafferty.
UAI 2004
- A Hierarchical Graphical
Model for Record Linkage. Pradeep Ravikumar, William W. Cohen.
UAI 2004
Information Integration -
- A Secure Protocol
for Computing String Distance Metrics. Pradeep Ravikumar, William W. Cohen, Stephen E. Fienberg.
ICDM 2004, Workshop on Privacy and Security Aspects of Data Mining
- A Comparison of
String Metrics for Matching Names and Records. William W. Cohen, Pradeep Ravikumar, Stephen Fienberg.
KDD 2003, Workshop on Data Cleaning, Record Linkage, and Object Consolidation
A preliminary version:
- Adaptive Name Matching
in Information Integration. with M. Bilenko, W. Cohen, S. Fienberg, R. Mooney.
IEEE Intelligent Systems Special Issue on
Information Integration on the Web, 2003