PASCAL - Pattern 
Analysis, Statistical Modelling and Computational Learning

PASCAL Network

Full NamePetri Myllymäki
TitleProfessor
SiteUniversity of Helsinki
StatusResearcher
Tel+358 40 553 1162
Fax+358 9 191 51120
WWWwww.cs.helsinki.fi/petri.myllymaki/

Research Interests
Computational, Information-Theoretic Learning with Statistics
Learning/Statistics & Optimisation
Theory & Algorithms
Information Retrieval & Textual Information Access
User Modelling for Computer Human Interaction
Publications

Number of records: 53.

A Bayesian Approach to Learning in Fault Isolation Anna Pernestål, Hannes Wettig, Tomi Silander, Matias Nyberg and Petri Myllymäki Conference or Workshop Item (22 September 2008)
A compression-based method for stemmatic analysis Teemu Roos, Tuomas Heikkilä and Petri Myllymäki Conference or Workshop Item (August 2006)
A Fast Normalized Maximum Likelihood Algorithm for Multinomial Data Petri Kontkanen and Petri Myllymäki Conference or Workshop Item Item availablity restricted. (July 2005)
A linear-time algorithm for computing the multinomial stochastic complexity Petri Kontkanen and Petri Myllymäki Article Item not available online. (September 2007)
A simple approach for finding the globally optimal Bayesian network structure Tomi Silander and Petri Myllymäki Conference or Workshop Item (2006)
A Testbed for Proactive Information Retrieval. Miikka Miettinen, Ville Tuulos and Petri Myllymäki Conference or Workshop Item (June 2005)
An Empirical Comparison of NML Clustering Algorithms Petri Kontkanen and Petri Myllymäki Conference or Workshop Item (July 2008)
An MDL Framework for Data Clustering Petri Kontkanen, Petri Myllymäki, Wray Buntine, Jorma Rissanen and Henry Tirri Book Section (2005)
Bayesian network structure learning using factorized NML universal models Teemu Roos, Tomi Silander, Petri Kontkanen and Petri Myllymäki Conference or Workshop Item (01 February 2008)
Calculating the Normalized Maximum Likelihood Distribution for Bayesian Forests Hannes Wettig, Petri Kontkanen and Petri Myllymäki Article (October 2007)
Compression-based stemmatology: A study of the legend of St. Henry of Finland Teemu Roos, Tuomas Heikkilä, Rudi Cilibrasi and Petri Myllymäki Monograph (December 2005)
Computing the Multinomial Stochastic Complexity in Sub-Linear Time Tommi Mononen and Petri Myllymäki Conference or Workshop Item (17 September 2008)
Computing the NML for Bayesian Forests via Matrices and Generating Polynomials Tommi Mononen and Petri Myllymäki Conference or Workshop Item Item availablity restricted. (05 May 2008)
Computing the regret table for multinomial data Petri Kontkanen and Petri Myllymäki Monograph (12 April 2005)
Discriminative learning of Bayesian networks via factorized conditional log-likelihood Alexandra Carvalho, Teemu Roos, Arlindo Oliveira and Petri Myllymäki Article (2011)
Editorial: Information theoretic methods for bioinformatics Jorma Rissanen, Peter Grünwald, Jukka Heikkonen, Petri Myllymäki, Teemu Roos and Juho Rousu Article Item availablity restricted. (24 December 2007)
Factorized NML models Petri Myllymäki, Teemu Roos, Tomi Silander, Petri Kontkanen and Henry Tirri Book Section (2008)
Factorized normalized maximum likelihood criterion for learning Bayesian network structures Tomi Silander, Teemu Roos, Petri Kontkanen and Petri Myllymäki Conference or Workshop Item (17 September 2008)
Fast NML Computation for Naive Bayes Models Tommi Mononen and Petri Myllymäki Conference or Workshop Item (02 October 2007)
Festschrift in Honor of Jorma Rissanen on the Occasion of his 75th Birthday Book Item not available online. (2008)
Generalization to Unseen Cases Teemu Roos, Peter Grünwald, Petri Myllymäki and Henry Tirri Conference or Workshop Item (December 2005)
Image Similarity: From Syntax to Weak Semantics using Multimodal Features with Application to Multimedia Retrieval Jukka Perkiö, Antti Tuominen and Petri Myllymäki Conference or Workshop Item Item not available online. (2009)
Image Similarity: From Syntax to Weak Semantics Jukka Perkiö, Antti Tuominen, Taneli Vähäkangas and Petri Myllymäki Article Item availablity restricted. (September 2010)
Image similarity: from syntax to weak semantics Jukka Perkiö, Antti Tuominen, Taneli Vähäkangas and Petri Myllymäki Article Item not available online. (2010)
Information-Theoretically Optimal Histogram Density Estimation Petri Kontkanen and Petri Myllymäki Monograph Item availablity restricted. (17 March 2006)
Learning locally minimax optimal Bayesian networks Tomi Silander, Teemu Roos and Petri Myllymäki Article Item availablity restricted. (28 January 2010)
Learning Locally Minimax Optimal Bayesian Networks Tomi Silander, Teemu Roos and Petri Myllymäki Article Item availablity restricted. (January 2010)
Locally minimax optimal predictive modeling with Bayesian networks Tomi Silander, Teemu Roos and Petri Myllymäki Conference or Workshop Item (April 2009)
Magrathea: A Mobile Agent- and Sensing Platform Jukka Perkiö, Petri Myllymäki, Ville Tuulos and Peter Boda Conference or Workshop Item Item not available online. (July 2008)
Magrathea: Building and Analyzing Ubiquitous and Social Systems Jukka Perkiö and Petri Myllymäki Conference or Workshop Item Item not available online. (2009)
MDL denoising revisited Teemu Roos, Petri Myllymäki and Jorma Rissanen Article (2009)
MDL Histogram Density Estimation Petri Kontkanen and Petri Myllymäki Conference or Workshop Item (March 2007)
MDL-based attribute models in naive Bayes classification Petri Myllymäki Conference or Workshop Item (August 2009)
Model selection by sequentially normalized least squares Jorma Rissanen, Teemu Roos and Petri Myllymäki Article Item availablity restricted. (29 December 2009)
Model Selection by Sequentially Normalized Least Squares Jorma Rissanen, Teemu Roos and Petri Myllymäki Article Item availablity restricted. (2010)
NML Computation Algorithms for Tree-Structured Multinomial Bayesian Networks Petri Kontkanen, Hannes Wettig and Petri Myllymäki Article (2008)
On Discriminative Bayesian Network Classifiers and Logistic Regression Teemu Roos, Hannes Wettig, Peter Grünwald, Petri Myllymäki and Henry Tirri Article Item not available online. (2005)
On Recurrence Formulas for Computing the Stochastic Complexity Tommi Mononen and Petri Myllymäki Conference or Workshop Item Item availablity restricted. (07 December 2008)
On Sensitivity of the MAP Bayesian Network Structure to the Equivalent Sample Size Parameter Tomi Silander, Petri Kontkanen and Petri Myllymäki Conference or Workshop Item (2007)
On Text-Based Estimation of Document Relevance Eerika Savia, Samuel Kaski, Ville Tuulos and Petri Myllymäki Conference or Workshop Item (13 May 2004)
On the behavior of MDL denoising Teemu Roos, Petri Myllymäki and Henry Tirri Conference or Workshop Item Item not available online. (06 January 2005)
On the Multinomial Stochastic Complexity and its Connection to the Birthday Problem Tommi Mononen and Petri Myllymäki Conference or Workshop Item Item availablity restricted. (14 July 2008)
Probabilistic Methods for Location Estimation in Wireless Networks Petri Kontkanen, Petri Myllymäki, Teemu Roos, Henry Tirri, Kimmo Valtonen and Hannes Wettig Book Section (2004)
Proceedings of the Fifth European Workshop on Probabilistic Graphical Models Book (13 September 2010)
Proceedings of the Fifth European Workshop on Probabilistic Graphical Models (PGM-2010) Book (September 2010)
Proceedings of the Fifth Workshop on Information Theoretic Methods in Science and Engineering (WITMSE 2012) Book Item not available online. (December 2012)
Proceedings of the Fourth Workshop on Information Theoretic Methods in Science and Engineering (Witmse 2011) Book (2011)
Recent Advances in Computing the NML for Discrete Bayesian Networks Petri Myllymäki Conference or Workshop Item (18 August 2008)
Semi-supervised learning for WLAN positioning Teemu Pulkkinen, Teemu Roos and Petri Myllymäki Conference or Workshop Item (2011)
Semi-Supervised Learning for WLAN Positioning Teemu Pulkkinen, Teemu Roos and Petri Myllymäki Conference or Workshop Item Item not available online. (17 June 2011)
Topics in Probabilistic Location Estimation in Wireless Networks Petri Kontkanen, Petri Myllymäki, Teemu Roos, Henry Tirri, Kimmo Valtonen and Hannes Wettig Conference or Workshop Item (24 May 2004)
User models from implicit feedback for proactive information retrieval Samuel Kaski, Petri Myllymäki and Ilpo Kojo Conference or Workshop Item Item not available online. (2005)
VISCI Virtual Intelligent Space for Collaborative Innovation - Project Description Kristiina Kumpulainen, Petri Myllymäki, Riitta Smeds, Juha Kronqvist and Päivi Pöyry-Lassila Conference or Workshop Item (18 August 2009)

This list was generated on Mon Sep 1 20:34:36 BST 2014.