Petri Kontkanen

According to our database, Petri Kontkanen authored at least 30 papers between 1996 and 2012.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2012

On the performance of histogram-based entropy estimators.

Ciprian Doru Giurcaneanu, Panu Luosto, Petri Kontkanen

Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing, 2012

Construction of irregular histograms by penalized maximum likelihood: A comparative study.

Panu Luosto, Ciprian Doru Giurcaneanu, Petri Kontkanen

Proceedings of the 2012 IEEE Information Theory Workshop, 2012

2011

Clustgrams: an extension to histogram densities based on the minimum description length principle.

Panu Luosto, Petri Kontkanen

Central Eur. J. Comput. Sci., 2011

2008

An Empirical Comparison of NML Clustering Algorithms.

Petri Kontkanen, Petri Myllymäki

Proceedings of the 2008 International Conference on Information Theory and Statistical Learning, 2008

2007

MDL Histogram Density Estimation.

Petri Kontkanen, Petri Myllymäki

Proceedings of the Eleventh International Conference on Artificial Intelligence and Statistics, 2007

A linear-time algorithm for computing the multinomial stochastic complexity.

Petri Kontkanen, Petri Myllymäki

Inf. Process. Lett., 2007

NML Computation Algorithms for Tree-Structured Multinomial Bayesian Networks.

Petri Kontkanen, Hannes Wettig, Petri Myllymäki

EURASIP J. Bioinform. Syst. Biol., 2007

On Sensitivity of the MAP Bayesian Network Structure to the Equivalent Sample Size Parameter.

Tomi Silander, Petri Kontkanen, Petri Myllymäki

Proceedings of the UAI 2007, 2007

2005

A Fast Normalized Maximum Likelihood Algorithm for Multinomial Data.

Petri Kontkanen, Petri Myllymäki

Proceedings of the IJCAI-05, Proceedings of the Nineteenth International Joint Conference on Artificial Intelligence, Edinburgh, Scotland, UK, July 30, 2005

2004

Topics in probabilistic location estimation in wireless networks.

Petri Kontkanen, Petri Myllymäki, Teemu Roos, Henry Tirri, Kimmo Valtonen, Hannes Wettig

Proceedings of the IEEE 15th International Symposium on Personal, 2004

2003

Efficient Computing of Stochastic Complexity.

Petri Kontkanen, Wray L. Buntine, Petri Myllymäki, Jorma Rissanen, Henry Tirri

Proceedings of the Ninth International Workshop on Artificial Intelligence and Statistics, 2003

2001

Classifier Learning with Supervised Marginal Likelihood.

Petri Kontkanen, Petri Myllymäki, Henry Tirri

Proceedings of the UAI '01: Proceedings of the 17th Conference in Uncertainty in Artificial Intelligence, 2001

Comparing Prequential Model Selection Criteria in Supervised Learning of Mixture Models.

Petri Kontkanen, Petri Myllymäki, Henry Tirri

Proceedings of the Eighth International Workshop on Artificial Intelligence and Statistics, 2001

2000

On predictive distributions and Bayesian networks.

Petri Kontkanen, Petri Myllymäki, Tomi Silander, Henry Tirri, Peter Grünwald

Stat. Comput., 2000

Supervised model-based visualization of high-dimensional data.

Petri Kontkanen, Jussi Lahtinen, Petri Myllymäki, Tomi Silander, Henry Tirri

Intell. Data Anal., 2000

Unsupervised Bayesian visualization of high-dimensional data.

Petri Kontkanen, Jussi Lahtinen, Petri Myllymäki, Henry Tirri

Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining, 2000

An Unsupervised Bayesian Distance Measure.

Petri Kontkanen, Jussi Lahtinen, Petri Myllymäki, Henry Tirri

Proceedings of the Advances in Case-Based Reasoning, 5th European Workshop, 2000

1999

On Supervised Selection of Bayesian Networks.

Petri Kontkanen, Petri Myllymäki, Tomi Silander, Henry Tirri

Proceedings of the UAI '99: Proceedings of the Fifteenth Conference on Uncertainty in Artificial Intelligence, Stockholm, Sweden, July 30, 1999

Exploring the robustness of Bayesian and information-theoretic methods for predictive inference.

Petri Kontkanen, Petri Myllymäki, Tomi Silander, Henry Tirri

Proceedings of the Seventh International Workshop on Artificial Intelligence and Statistics, 1999

1998

Minimum Encoding Approaches for Predictive Modeling.

Peter Grünwald, Petri Kontkanen, Petri Myllymäki, Tomi Silander, Henry Tirri

Proceedings of the UAI '98: Proceedings of the Fourteenth Conference on Uncertainty in Artificial Intelligence, 1998

BAYDA: Software for Bayesian Classification and Feature Selection.

Petri Kontkanen, Petri Myllymäki, Tomi Silander, Henry Tirri

Proceedings of the Fourth International Conference on Knowledge Discovery and Data Mining (KDD-98), 1998

Comparing Soft Computing Methods in Prediction of Manufacturing Data.

Esa Koskimäki, Janne Göös, Petri Kontkanen, Petri Myllymäki, Henry Tirri

Proceedings of the Tasks and Methods in Applied Artificial Intelligence, 1998

On Bayesian Case Matching.

Petri Kontkanen, Petri Myllymäki, Tomi Silander, Henry Tirri

Proceedings of the Advances in Case-Based Reasoning, 4th European Workshop, 1998

Bayesian and Information-Theories Priors for Bayesian Network Parameters.

Petri Kontkanen, Petri Myllymäki, Tomi Silander, Henry Tirri, Peter Grünwald

Proceedings of the Machine Learning: ECML-98, 1998

Batch Classification with Discrete Finite Mixtures.

Petri Kontkanen, Petri Myllymäki, Tomi Silander, Henry Tirri

Proceedings of the Machine Learning: ECML-98, 1998

Bayes Optimal Instance-Based Learning.

Petri Kontkanen, Petri Myllymäki, Tomi Silander, Henry Tirri

Proceedings of the Machine Learning: ECML-98, 1998

1997

Comparing Predictive Inference Methods for Discrete Domains.

Petri Kontkanen, Petri Myllymäki, Tomi Silander, Henry Tirri, Peter Grünwald

Proceedings of the Sixth International Workshop on Artificial Intelligence and Statistics, 1997

1996

Predictive Data Mining with Finite Mixtures.

Petri Kontkanen, Petri Myllymäki, Henry Tirri

Proceedings of the Second International Conference on Knowledge Discovery and Data Mining (KDD-96), 1996

Prababilistic Instance-Based Learning.

Henry Tirri, Petri Kontkanen, Petri Myllymäki

Proceedings of the Machine Learning, 1996

A Bayesian Framework for Case-Based Reasoning.

Henry Tirri, Petri Kontkanen, Petri Myllymäki

Proceedings of the Advances in Case-Based Reasoning, Third European Workshop, 1996