• Efficient spatial designs using Hausdorff distances and Bayesian optimization 

      Paglia, Jacopo; Eidsvik, Jo; Karvanen, Juha (Peer reviewed; Journal article, 2021)
      An iterative Bayesian optimization technique is presented to find spatial designs of data that carry much information. We use the decision theoretic notion of value of information as the design criterion. Gaussian process ...
    • Harmonising and linking biomedical and clinical data across disparate data archives to enable integrative cross-biobank research 

      Spjuth, Ola; Krestyaninova, Maria; Hastings, Janna; Langhammer, Arnulf; Harris, Jennifer; Shen, Huei-Yi; Heikkinen, Jani; Waldenberger, Melanie; Ladenvall, Claes; Esko, Tõnu; Persson, Mats-Åke; Heggland, Jon; Dietrich, Joern; Ose, Sandra; Gieger, Christian; Ried, Janina S.; Peters, Annette; Fortier, Isabel; de Geus, Eco JC; Klovins, Janis; Zaharenko, Linda; Willemsen, Gonneke; Hottenga, Jouke-Jan; Litton, Jan-Eric; Karvanen, Juha; Boomsma, Dorret I; Groop, Leif; Rung, Johan; Palmgren, Juni; Pedersen, Nancy L; McCarthy, Mark I; van Duijn, Cornelia M; Hveem, Kristian; Metspalu, Andres; Ripatti, Samuli; Prokopenko, Inga (Journal article; Peer reviewed, 2015)
      A wealth of biospecimen samples are stored in modern globally distributed biobanks. Biomedical researchers worldwide need to be able to combine the available resources to improve the power of large-scale studies. A ...