Publications

Graph Grammars

  1. Inferring Probability Distributions of Graph Size and Node Degree from Stochatic Graph Grammars. Sourav Mukherjee, Tim Oates. Accepted for publication at the 10th SIAM International Conference on Data Mining (SDM 2010), Columbus, Ohio, April 29 - May 1, 2010.

  2. Estimating Graph Parameters Using Graph Grammars. Sourav Mukherjee, Tim Oates. 9th International Colloquium on Grammatical Inference, Volume 5278, Pages 292 - 294, St. Malo, France, September 2008. pdf bibtex

Distributed Data Mining (DDM)

  1. Distributed Probabilistic Inferencing in Sensor Networks using Variational Approximation. Sourav Mukherjee, Hillol Kargupta. Journal of Parallel and Distributed Computing (JPDC), Volume 68, Issue 1, Pages 78 - 92, January 2008. pdf bibtex

  2. Efficient Kernel Density Estimation over Distributed Data. Chris Giannella, Haimonti Dutta, Sourav Mukherjee, Hillol Kargupta. 9th International Workshop on High Performance Data Mining (HPDM), SIAM International Data Mining Conference, Bethesda, USA, April 2006. pdf