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Pernkopf, F., R. Peharz, and S. Tschiatschek, "Introduction to Probabilistic Graphical Models", Academic Press Library in Signal Processing, Vol. 1, Ch. 18, pp. 989-1064, 2014.  Download: PGM.pdf (825.41 KB)
Peharz, R., S. Tschiatschek, and F. Pernkopf, "The Most Generative Maximum Margin Bayesian Networks", International Conference on Machine Learning, JMLR W&CP, vol. 28, issue 3, pp. 235–243, 2013. Abstract  Download: peharz13.pdf (281.62 KB); peharz13-supp.pdf (148.5 KB)
Tschiatschek, S., and F. Pernkopf, "Asymptotic Optimality of Maximum Margin Bayesian Networks", AISTATS, pp. 590-598, 2013.  Download: 106.pdf (346.72 KB); 106-supp.pdf (215.38 KB)
Tschiatschek, S., C. C. Chacon, and F. Pernkopf, "Bound for Bayesian Network Classifiers with Reduced Precision Parameters", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), pp. 3357- 3361, 2013.  Download: main.pdf (97.51 KB)
Tschiatschek, S., and F. Pernkopf, "Convex Combinations of Maximum Margin Bayesian Network Classifiers", International Conference on Pattern Recognition Applications and Methods (ICPRAM), 2012.
Tschiatschek, S., P. Reinprecht, M. Mücke, and F. Pernkopf, "Bayesian Network Classifiers with Reduced Precision Parameters", European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), 2012. Abstract  Download: ReducedPrecisionBNCs.pdf (491.66 KB)
Pernkopf, F., M. Wohlmayr, and S. Tschiatschek, "Maximum Margin Bayesian Network Classifiers", IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 34, issue 3, pp. 521-532, 2012.  Download: MasterTPAMI_Re2.pdf (600.7 KB)