A Bayesian Framework for Case-Based Reasoning. - Henry Tirri; Petri Kontkanen; Petri Myllymäki (EWCBR, 1996)

Prababilistic Instance-Based Learning. - Henry Tirri; Petri Kontkanen; Petri Myllymäki (ICML, 1996)

Predictive Data Mining with Finite Mixtures. - Petri Kontkanen; Petri Myllymäki; Henry Tirri (KDD, 1996)

Comparing Predictive Inference Methods for Discrete Domains. - Petri Kontkanen; Petri Myllymäki; Tomi Silander; Henry Tirri; Peter Grünwald (AISTATS, 1997)

Bayes Optimal Instance-Based Learning. - Petri Kontkanen; Petri Myllymäki; Tomi Silander; Henry Tirri (ECML, 1998)

Batch Classification with Discrete Finite Mixtures. - Petri Kontkanen; Petri Myllymäki; Tomi Silander; Henry Tirri (ECML, 1998)

Bayesian and Information-Theories Priors for Bayesian Network Parameters. - Petri Kontkanen; Petri Myllymäki; Tomi Silander; Henry Tirri; Peter Grünwald (ECML, 1998)

On Bayesian Case Matching. - Petri Kontkanen; Petri Myllymäki; Tomi Silander; Henry Tirri (EWCBR, 1998)

Comparing Soft Computing Methods in Prediction of Manufacturing Data. - Esa Koskimäki; Janne Göös; Petri Kontkanen; Petri Myllymäki; Henry Tirri (IEA/AIE (Vol. 2), 1998)

BAYDA: Software for Bayesian Classification and Feature Selection. - Petri Kontkanen; Petri Myllymäki; Tomi Silander; Henry Tirri (KDD, 1998)

Minimum Encoding Approaches for Predictive Modeling. - Peter Grünwald; Petri Kontkanen; Petri Myllymäki; Tomi Silander; Henry Tirri (UAI, 1998)

Exploring the robustness of Bayesian and information-theoretic methods for predictive inference. - Petri Kontkanen; Petri Myllymäki; Tomi Silander; Henry Tirri (AISTATS, 1999)

On Supervised Selection of Bayesian Networks. - Petri Kontkanen; Petri Myllymäki; Tomi Silander; Henry Tirri (UAI, 1999)

An Unsupervised Bayesian Distance Measure. - Petri Kontkanen; Jussi Lahtinen; Petri Myllymäki; Henry Tirri (EWCBR, 2000)

Unsupervised Bayesian visualization of high-dimensional data. - Petri Kontkanen; Jussi Lahtinen; Petri Myllymäki; Henry Tirri (KDD, 2000)

Supervised model-based visualization of high-dimensional data. - Petri Kontkanen; Jussi Lahtinen; Petri Myllymäki; Tomi Silander; Henry Tirri (Intell. Data Anal., 2000)

On predictive distributions and Bayesian networks. - Petri Kontkanen; Petri Myllymäki; Tomi Silander; Henry Tirri; Peter Grünwald (Stat. Comput., 2000)

Comparing Prequential Model Selection Criteria in Supervised Learning of Mixture Models. - Petri Kontkanen; Petri Myllymäki; Henry Tirri (AISTATS, 2001)

Classifier Learning with Supervised Marginal Likelihood. - Petri Kontkanen; Petri Myllymäki; Henry Tirri (UAI, 2001)

Efficient Computing of Stochastic Complexity. - Petri Kontkanen; Wray L. Buntine; Petri Myllymäki; Jorma Rissanen; Henry Tirri (AISTATS, 2003)

Topics in probabilistic location estimation in wireless networks. - Petri Kontkanen; Petri Myllymäki; Teemu Roos; Henry Tirri; Kimmo Valtonen; Hannes Wettig (PIMRC, 2004)

A Fast Normalized Maximum Likelihood Algorithm for Multinomial Data. - Petri Kontkanen; Petri Myllymäki (IJCAI, 2005)

On Sensitivity of the MAP Bayesian Network Structure to the Equivalent Sample Size Parameter. - Tomi Silander; Petri Kontkanen; Petri Myllymäki (UAI, 2007)

NML Computation Algorithms for Tree-Structured Multinomial Bayesian Networks. - Petri Kontkanen; Hannes Wettig; Petri Myllymäki (EURASIP J. Bioinform. Syst. Biol., 2007)

A linear-time algorithm for computing the multinomial stochastic complexity. - Petri Kontkanen; Petri Myllymäki (Inf. Process. Lett., 2007)

MDL Histogram Density Estimation. - Petri Kontkanen; Petri Myllymäki (AISTATS, 2007)

An Empirical Comparison of NML Clustering Algorithms. - Petri Kontkanen; Petri Myllymäki (ITSL, 2008)

Clustgrams: an extension to histogram densities based on the minimum description length principle. - Panu Luosto; Petri Kontkanen (Central Eur. J. Comput. Sci., 2011)

Construction of irregular histograms by penalized maximum likelihood: A comparative study. - Panu Luosto; Ciprian Doru Giurcaneanu; Petri Kontkanen (ITW, 2012)

On the performance of histogram-based entropy estimators. - Ciprian Doru Giurcaneanu; Panu Luosto; Petri Kontkanen (MLSP, 2012)