| 2012 | ITW | Construction of irregular histograms by penalized maximum likelihood: A comparative study. | Panu Luosto, Ciprian Doru Giurcaneanu, Petri Kontkanen |
| 2007 | UAI | On Sensitivity of the MAP Bayesian Network Structure to the Equivalent Sample Size Parameter. | Tomi Silander, Petri Kontkanen, Petri Myllymki |
| 2005 | IJCAI | A Fast Normalized Maximum Likelihood Algorithm for Multinomial Data. | Petri Kontkanen, Petri Myllymki |
| 2004 | PIMRC | Topics in probabilistic location estimation in wireless networks. | Petri Kontkanen, Petri Myllymki, Teemu Roos, Henry Tirri, Kimmo Valtonen, Hannes Wettig |
| 2003 | AISTATS | Efficient Computing of Stochastic Complexity. | Petri Kontkanen, Wray L. Buntine, Petri Myllymki, Jorma Rissanen, Henry Tirri |
| 2001 | AISTATS | Comparing Prequential Model Selection Criteria in Supervised Learning of Mixture Models. | Petri Kontkanen, Petri Myllymki, Henry Tirri |
| 2001 | UAI | Classifier Learning with Supervised Marginal Likelihood. | Petri Kontkanen, Petri Myllymki, Henry Tirri |
| 2000 | KDD | Unsupervised Bayesian visualization of high-dimensional data. | Petri Kontkanen, Jussi Lahtinen, Petri Myllymki, Henry Tirri |
| 1999 | AISTATS | Exploring the robustness of Bayesian and information-theoretic methods for predictive inference. | Petri Kontkanen, Petri Myllymki, Tomi Silander, Henry Tirri |
| 1999 | UAI | On Supervised Selection of Bayesian Networks. | Petri Kontkanen, Petri Myllymki, Tomi Silander, Henry Tirri |
| 1998 | KDD | BAYDA: Software for Bayesian Classification and Feature Selection. | Petri Kontkanen, Petri Myllymki, Tomi Silander, Henry Tirri |
| 1998 | UAI | Minimum Encoding Approaches for Predictive Modeling. | Peter Grnwald, Petri Kontkanen, Petri Myllymki, Tomi Silander, Henry Tirri |
| 1997 | AISTATS | Comparing Predictive Inference Methods for Discrete Domains. | Petri Kontkanen, Petri Myllymki, Tomi Silander, Henry Tirri, Peter Grnwald |
| 1996 | ICML | Prababilistic Instance-Based Learning. | Henry Tirri, Petri Kontkanen, Petri Myllymki |
| 1996 | KDD | Predictive Data Mining with Finite Mixtures. | Petri Kontkanen, Petri Myllymki, Henry Tirri |