Dionissios Hristopulos
Scholar

Dionissios Hristopulos

Google Scholar ID: UosHluAAAAAJ
School of Electrical and Computer Engineering, Technical University of Crete
Statistical PhysicsSpace-Time StatisticsGaussian processesMachine LearningStochastic
Citations & Impact
All-time
Citations
1,610
 
H-index
21
 
i10-index
47
 
Publications
20
 
Co-authors
76
list available
Contact
Publications
20 items
Browse publications on Google Scholar (top-right) ↗
Resume (English only)
Academic Achievements
  • Published a paper titled 'Non-Separable Covariance Kernels for Spatiotemporal Gaussian Processes Based on a Hybrid Spectral Method and the Harmonic Oscillator' in IEEE Transactions on Information Theory, which discusses a novel approach to generating physically motivated non-separable covariance kernels; also worked on information flow rate between cross-correlated stochastic processes.
Research Experience
  • Has conducted research on function approximation in high-dimensional spaces, with a particular focus on spatiotemporal Gaussian processes.
Background
  • Research interests include applications of machine learning and geostatistics in data analysis, particularly in developing non-separable covariance kernels and identifying causal relationships.