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L. K. McDowell, Gupta, K., and Aha, D. W., Using caution to explain and improve collective classification, Naval Research Laboratory, Navy Center for Applied Research in Artificial Intelligence, Washington, DC, AIC-09-140, 2009.PDF icon Download PDF (183.34 KB)
R. A. Rossi, McDowell, L. K., Aha, D. W., and Neville, J., Transforming graph data for statistical relational learning, Journal of Artificial Intelligence Research, vol. 45, no. 1, pp. 363-441, 2012.PDF icon Download PDF (989.1 KB)
L. K. McDowell and Aha, D. W., Semi-Supervised Collective Classification with Hybrid Label Regularization, Proceedings of the 29th International Conference on Machine Learning. Omnipress, Edinburgh, Scotland, pp. 975-982, 2012.PDF icon Download PDF (376.34 KB)
L. K. McDowell, Gupta, K., and Aha, D. W., Meta-prediction in collective classification, in Florida Artificial Intelligence Research Society Conference, Daytona Beach, FL, 2010.PDF icon Download PDF (648.07 KB)
L. K. McDowell and Aha, D. W., Labels or attributes? Rethinking the neighbors for collective classification in sparsely-labeled networks, in International Conference on Information and Knowledge Management, San Francisco, CA, 2013.PDF icon Download PDF (338.46 KB)
L. K. McDowell, Gupta, K., and Aha, D. W., Cautious Collective Classification, Journal of Machine Learning Research, vol. 10, pp. 2777-2836, 2009.PDF icon Download PDF (513.36 KB)