Daphne Koller

Daphne Koller is a person.

• See: Object-Oriented Bayesian Network, Complex Object Prediction Task, Relational Markov Network.

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References

• Personal Homepage: http://ai.stanford.edu/~koller/
• DBLP http://www.informatik.uni-trier.de/~ley/db/indices/a-tree/k/Koller:Daphne.html

2003

• (Segal et al., 2003) ⇒ Eran Segal, Michael Shapira, Aviv Regev, Dana Pe'er, David Botstein, Daphne Koller, and Nir Friedman. (2003). “Papers/Segal+al:NG03.pdf Module Networks: Identifying Regulatory Modules and Their Condition-Specific Regulators from Gene Expression Data.” In: Nature Genetics, 34(2).

2004

• (Taskar et al., 2004) ⇒ Ben Taskar, Carlos Guestrin, and Daphne Koller. (2004). “Max-Margin Markov Networks.” In: Advances in Neural Information Processing Systems (NIPS 2004).

2002

• (Taskar et al., 2002) ⇒ Ben Taskar, Pieter Abbeel, and Daphne Koller. (2002). “Discriminative Probabilistic Models for Relational Data.” In: Proceedings of UAI Conference (UAI 2002).
• (Getoor et al., 2002) ⇒ Lise Getoor, Nir Fridman, Daphne Koller, and Benjamin Taskar. (2002). “Learning Probabilistic Models of Link Structure.” In: Journal Machine Learning Research, 3.

2001

• (Tong & Koller, 2001) ⇒ Simon Tong, and Daphne Koller. (2001). “Support Vector Machine Active Learning with Applications to Text Classification.” In: The Journal of Machine Learning Research, 2. doi:10.1162/153244302760185243

1999

• (Friedman et al., 1999) ⇒ Nir Friedman, Lise Getoor, Daphne Koller, and Avi Pfeffer. (1999). “Learning Probabilistic Relational Models.” In: Proceedings of IJCAI Conference (IJCAI 1999).

1997

• (Koller & Avi, 1997) ⇒ Daphne Koller, and Avi Pfeffer. (1997). “Object-Oriented Bayesian Networks.” In: Proceedings of UAI (UAI 1997).

1995

• (Kanazawa et al., 1995) ⇒ Keiji Kanazawa, Daphne Koller, and Stuart J. Russell. (1995). “Stochastic Simulation Algorithms for Dynamic Probabilistic Networks.” In: Proceedings of the Eleventh Conference on Uncertainty in Artificial Intelligence.
• (Russell et al., 1995) ⇒ Stuart J. Russell, John Binder, Daphne Koller, and Keiji Kanazawa. (1995). “Local learning in probabilistic networks with hidden variables.” In: Proceedings of the Fifteenth International Joint Conference on Artificial Intelligence .

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