Books and Journals
- Diffusion maps and coarse-graining: A unified framework for dimensionality reduction, graph partitioning and data set parameterization.
[PDF]
S. Lafon, A.B. Lee, 2006.
IEEE Transaction on Pattern Analysis and Machine Intelligence, To appear.
- Sampling algorithms for pure network topologies: Stability & separability of metric embeddings.
[PDF]
E.M. Airoldi, K.M. Carley, 2005.
SIGKDD Explorations: Special Issue on Link Mining, 7 (2): 13-22.
- Optimal nonlinear prediction of random fields on networks.
[link]
C.R. Shalizi, 2003.
Discrete Mathematics and Theoretical Computer Science, AB(DMCS), 11-30.
- Statistical analysis of multiple sociometric relations.
S.E. Fienberg, M.M. Meyer, S. Wasserman. 1985.
Journal of the American Statistical Association, 80, 51-67.
Refereed Proceedings
- Latent Mixed-Membership Allocation Models of Relational and Multivariate Attribute Data
[PDF]
E.M. Airoldi, D.M. Blei, S.E. Fienberg, E.P. Xing, 2006.
Valencia & ISBA Joint World Meeting on Bayesian Statistics.
- Mixed membership stochastic block models for relational data with application to protein-protein interactions.
[PDF soon]
E.M. Airoldi, D.M. Blei, E.P. Xing, S.E. Fienberg, 2006.
Proceedings of ENAR Annual Meetings.
Recipient of the John Van Ryzin Award
- A latent mixed-membership model of relational data
[PDF]
E.M. Airoldi, D.M. Blei, E.P. Xing, S.E. Fienberg, 2005.
Proceedings of the ACM Link-KDD Workshop in conjunction with ACM SIG-KDD.
- A social network analysis model for name disambiguation in lists.
B. Malin, E.M. Airoldi, K.M. Carley, 2005.
Journal of Computational and Mathematical Organization Theory. 11(2):119-139.
- Recovering latent time series from their observed sums: Network tomography.
[PDF]
E.M. Airoldi, C. Faluotsos, 2004.
Proceedings of ACM SIG-KDD.
Runner-up for Best paper Award
|