Venugopal V. Veeravalli
Scholar

Venugopal V. Veeravalli

Google Scholar ID: gruYQKgAAAAJ
Henry Magnuski Professor, ECE, University of Illinois at Urbana-Champaign
machine learning and data sciencewireless communicationstatistical signal processingdetection and estimation theoryinfor
Citations & Impact
All-time
Citations
4,789
 
H-index
36
 
i10-index
104
 
Publications
20
 
Co-authors
22
list available
Contact
Resume (English only)
Academic Achievements
  • Publications, citations (Google Scholar), books, errata list.
Research Experience
  • Current research topics include compression for distributed learning and inference, controlled sensing for quickest change detection, nonparametric methods for quickest change detection, robust inference and learning, nonstationary multi-armed bandits, Markov decision processes and reinforcement learning, out-of-distribution detection in machine learning, adaptive line search for distributed compressed stochastic gradient descent and applications to distributed learning, robust mean estimation in high dimensions, multiuser multi-armed bandits for dynamic spectrum access.
Background
  • Research interests span the theoretical areas of statistical inference, machine learning, and information theory, with applications to data science, wireless communications, sensor networks, and cyberphysical systems.
Miscellany
  • Classes taught at Illinois include ECE 490: Introduction to Optimization, ECE 361: Digital Communications, ECE 313: Probability with Engineering Applications, ECE 365: Data Science and Engineering, ECE 459: Communications I, ECE 534: Random Processes, ECE 561: Statistical Inference for Engineers and Data Scientists, ECE 562: Advanced Digital Communications, ECE 563: Information Theory, ECE 559: Communications III, ECE 559: Wireless Communications, ECE 471VV: Wireless Communication Networks.