Scholar
Konstantinos D. Polyzos
Google Scholar ID: YAwS2TcAAAAJ
University of California San Diego
Citations & Impact
Citations
207
H-index
9
i10-index
7
Publications
20
Co-authors
18
list available
Contact
Publications
Resume (English only)
Academic Achievements
- - Paper 'Bayesian Active Learning for Sample Efficient 5G Radio Map Reconstruction' accepted by IEEE Transactions on Wireless Communications
- - Paper 'Ensembles of Informative Representations for Self-Supervised Learning' (coauthored with Profs. P. A. Traganitis, M. K. Singh, and G. B. Giannakis) won the Best Paper Award (second place) at IEEE MLSP 2024
- - Paper 'Weighted Ensembles for Adaptive Active Learning' accepted by IEEE Transactions on Signal Processing
- - Paper 'Active labeling for online ensemble learning' (coauthored with Profs. Q. Lu and G. B. Giannakis) won the Best Student Paper Award at IEEE SAM 2024
Research Experience
- - Postdoctoral Fellow at Eric and Wendy Schmidt AI in Science, University of California San Diego, under the supervision of Prof. Tara Javidi
- - Invited to give talks at various academic conferences and institutions, such as the Minnesota Robotics Institute (MnRI) and the Electrical and Computer Engineering department of the University of Georgia
Education
- - Ph.D.: Department of Electrical and Computer Engineering, University of Minnesota, supervised by Prof. Georgios B. Giannakis
- - Diploma: Department of Electrical and Computer Engineering, University of Patras, Greece, graduated in Sep. 2018
Background
- Research interests span the areas of machine learning, statistical signal processing, network science, and data science. During his Ph.D., he worked on learning, inferring, and optimizing with just a few data, especially in contexts where privacy concerns or high sampling costs limit the amount of available input-output data. Applications include healthcare, 5G networks, and robotics.
