Discovering hidden structures in molecular data using a Bayesian partition model approach

DISCOVERING HIDDEN STRUCTURES IN MOLECULAR DATA USING A BAYESIAN

PARTITION MODEL APPROACH

Pekka Marttinen

Academic dissertation

To be presented, with the permission of the Faculty of Science of the University of Helsinki, for public criticism in Auditorium XIV, the

Main Building (Fabianinkatu 33), on September 26 ^th , 2008, at 12 noon.

Department of Mathematics and Statistics Faculty of Science

University of Helsinki

HELSINKI 2008

Supervisor Prof. Jukka Corander

Department of Mathematics Åbo Akademi University Finland

Reviewers Prof. Esa Läärä

Department of Mathematical Sciences University of Oulu

Finland

Doc. Aki Vehtari

Department of Biomedical Engineering and Computational Science

Helsinki University of Technology Finland

Opponent Prof. Carlo Berzuini

Medical Research Council Biostatistics Unit Institute of Public Health

Cambridge, UK

© Pekka Marttinen

ISBN 978-952-92-4359-4 (Paperback) ISBN 978-952-10-4922-4 (PDF) http://ethesis.helsinki.fi

Yliopistopaino

Helsinki 2008

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