Aapo Hyvärinen
Scholar

Aapo Hyvärinen

Google Scholar ID: UnrY-40AAAAJ
University of Helsinki
Machine LearningComputational Neuroscience#UnivHelsinkiCS
Citations & Impact
All-time
Citations
24,136
 
H-index
49
 
i10-index
111
 
Publications
20
 
Co-authors
78
list available
Contact
No contact links provided.
Resume (English only)
Academic Achievements
  • Books:
  • - Painful intelligence: What AI can tell us about human suffering (2022/24)
  • - Natural Image Statistics (2009)
  • - Independent Component Analysis (2001)
  • Recent papers:
  • - Multi-View Causal Discovery Without Non-Gaussianity: Identifiability and Algorithms (Arxiv)
  • - A noise-corrected Langevin algorithm and sampling by half-denoising (TMLR)
  • - Second-order instantaneous causal analysis of spontaneous MEG (Imag Neurosci)
  • - Density Ratio Estimation with Conditional Probability Paths (ICML2025)
Background
  • Professor of Computer Science (Machine Learning)
  • Helsinki Probabilistic Machine Learning Lab
  • Research interests include: multi-view causal discovery, nonlinear independent component analysis, etc.
Miscellany
  • Quote from Seneca expressing views on scientific research