PASCAL - Pattern Analysis, Statistical Modelling and Computational Learning

EPrints submitted by Petri Kontkanen

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Number of EPrints submitted by this user: 7

A Fast Normalized Maximum Likelihood Algorithm for Multinomial Data
Petri Kontkanen and Petri Myllymäki
In: 19th International Joint Conference on Artificial Intelligence, 30 Jul - 5 Aug 2005, Edinburgh, Scotland.

Information-Theoretically Optimal Histogram Density Estimation
Petri Kontkanen and Petri Myllymäki
(2006) Technical Report. Helsinki Institute for Information Technology, Helsinki, Finland.

MDL Histogram Density Estimation
Petri Kontkanen and Petri Myllymäki
In: Eleventh International Conference on Artificial Intelligence and Statistics (AISTATS 2007), 21-24 Mar 2007, San Juan, Puerto Rico.

A linear-time algorithm for computing the multinomial stochastic complexity
Petri Kontkanen and Petri Myllymäki
Information Processing Letters Volume 103, Number 6, pp. 227-233, 2007. ISSN 0020-0190

NML Computation Algorithms for Tree-Structured Multinomial Bayesian Networks
Petri Kontkanen, Hannes Wettig and Petri Myllymäki
EURASIP Journal on Bioinformatics and Systems Biology 2008. ISSN 1687-4145

An Empirical Comparison of NML Clustering Algorithms
Petri Kontkanen and Petri Myllymäki
In: Information Theory and Statistical Learning (ITSL) 2008, July 14-15, 2008, Las Vegas, USA.

Computationally efficient methods for MDL-optimal density estimation and data clustering
Petri Kontkanen
(2009) PhD thesis, University of Helsinki.