Publications

Refereed publications

• Pekka Parviainen, Hossein Shahrabi Farahani, and Jens Lagergren: Learning Bounded Tree-width Bayesian Networks using Integer Linear Programming. 17th International Conference on Artificial Intelligence and Statistics (AISTATS 2014).

• Pekka Parviainen and Mikko Koivisto: Finding Optimal Bayesian Networks Using Precedence Constraints. Journal of Machine Learning Research 14(May):1387-1415, 2013.

• Janne H. Korhonen and Pekka Parviainen: Exact Learning of Bounded Tree-width Bayesian Networks. 16th International Conference on Artificial Intelligence and Statistics (AISTATS 2013).

• Jaana Wessman, Stefan Schönauer, Jouko Miettunen, Hannu Turunen, Pekka Parviainen, Jouni K. Seppänen, Eliza Congdon, Susan Service, Markku Koiranen, Jesper Ekelund, Jaana Laitinen, Anja Taanila, Tuija Tammelin, Mirka Hintsanen, Laura Pulkki-Råback, Liisa Keltikangas-Järvinen, Jorma Viikari, Olli T. Raitakari, Matti Joukamaa, Marjo-Riitta Järvelin, Nelson Freimer, Leena Peltonen, Juha Veijola, Heikki Mannila, and Tiina Paunio: Temperament Clusters in a Normal Population: Implications for Health and Disease. PLoS ONE 7(7), 2012.

• Teppo Niinimäki and Pekka Parviainen: Local Structure Discovery in Bayesian Networks. 28th Conference on Uncertainty in Artificial Intelligence (UAI 2012).

• Andreas Björklund, Thore Husfeldt, Petteri Kaski, Mikko Koivisto, Jesper Nederlof, and Pekka Parviainen: Fast zeta transforms for lattices with few irreducibles. 23rd Annual ACM-SIAM Symposium on Discrete Algorithms (SODA 2012).

• Pekka Parviainen and Mikko Koivisto: Ancestor relations in the presence of unobserved variables. The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2011).

• Teppo Niinimäki, Pekka Parviainen, and Mikko Koivisto: Partial order MCMC for structure discovery in Bayesian networks . 27th Conference on Uncertainty in Artificial Intelligence (UAI 2011).

• Pekka Parviainen and Mikko Koivisto: Bayesian structure discovery in Bayesian networks with less space. 13th International Conference on Artificial Intelligence and Statistics (AISTATS 2010). Errata

• Mikko Koivisto and Pekka Parviainen: A space-time tradeoff for permutation problems. 21st Annual ACM-SIAM Symposium on Discrete Algorithms (SODA 2010).

• Pekka Parviainen and Mikko Koivisto: Exact structure discovery in Bayesian networks with less space. Proceedings of the 25th Conference on Uncertainty in Artificial Intelligence (UAI 2009). (The runner up for the Best Student Paper Award.) Errata

Theses

• Pekka Parviainen: Algorithms for Exact Structure Discovery in Bayesian Networks. Department of Computer Science, University of Helsinki, A-2012-1. PhD thesis, 2012.
• Pekka Parviainen: Bayesilaiset päätöspuut ja tautigeenien paikantaminen. Department of Computer Science, University of Helsinki, Report C-2007-59. M.Sc. thesis (in Finnish), 2007.