Selected publications

• Deep Learning Fundus Image Analysis for Diabetic Retinopathy and Macular Edema Grading
  Jaakko Sahlsten, Joel Jaskari, Jyri J. Kivinen, Lauri Turunen, Esa Jaanio, Kustaa Hietala, and Kimmo Kaski
  Nature Scientific Reports, July 2019

• A Novel Variational Autoencoder with Applications to Generative Modelling, Classification, and Ordinal Regression
  Joel Jaskari and Jyri J. Kivinen
  arXiv e-prints, arXiv:1812.07352, December 2018

• Understanding Regularization by Virtual Adversarial Training, Ladder Networks and Others
  Mudassar Abbas, Jyri J. Kivinen, and Tapani Raiko (equal contributions)
  In Workshop track, International Conference on Learning Representations (ICLR), Puerto Rico, May 2016

• Statistical Models for Natural Scene Data
  Jyri J. Kivinen
  PhD (Informatics) Thesis, The University of Edinburgh, June 2014

• Visual Boundary Prediction: A Deep Neural Prediction Network and Quality Dissection
  Jyri J. Kivinen, Christopher K. I. Williams, and Nicolas Heess
  In Proc., International Conference on Artificial Intelligence and Statistics (AISTATS), April 2014, Reykjavik, Iceland

• Multiple Texture Boltzmann Machines
  Jyri J. Kivinen and Christopher K. I. Williams
  In Proc., International Conference on Artificial Intelligence and Statistics (AISTATS), April 2012, La Palma, Canary Islands

• Transformation Equivariant Boltzmann Machines
  Jyri J. Kivinen and Christopher K. I. Williams
  In Proc., International Conference on Artificial Neural Networks (ICANN), June 2011, Espoo, Finland

• Transfer Denoising with Hierarchical Dirichlet Process Hidden Markov Trees
  Jyri J. Kivinen, Erik B. Sudderth, and Michael I. Jordan
  In Nonparametric Bayes Workshop (NPBayes 2008) at ICML/UAI/COLT 2008, July 2008, Helsinki, Finland
  

• Learning Multiscale Representations of Natural Scenes Using Dirichlet Processes
  Jyri J. Kivinen, Erik B. Sudderth, and Michael I. Jordan
  In Proc., IEEE International Conference on Computer Vision (ICCV), October 2007, Rio de Janeiro, Brazil

• Image Denoising with Nonparametric Hidden Markov Trees
  Jyri J. Kivinen, Erik B. Sudderth, and Michael I. Jordan
  In Proc., IEEE International Conference on Image Processing (ICIP), September 2007, San Antonio, Texas, USA