David M. Rosen
Scholar

David M. Rosen

Google Scholar ID: EZWbedcAAAAJ
Assistant Professor, Northeastern University
Trustworthy autonomyroboticsmachine learningoptimizationprobability & statistics
Citations & Impact
All-time
Citations
1,364
 
H-index
18
 
i10-index
20
 
Publications
20
 
Co-authors
47
list available
Resume (English only)
Academic Achievements
  • Honorable Mention, King-Sun Fu Memorial Best Paper Award, IEEE Transactions on Robotics, 2021
  • Best Student Paper Award, Robotics: Science and Systems (RSS), 2020
  • RSS Pioneer, Robotics: Science and Systems, 2019
  • Best Paper Award, International Workshop on the Algorithmic Foundations of Robotics, 2016
  • Authored notable publications including 'Multi-Irreducible Spectral Synchronization for Robust Rotation Averaging' and 'OASIS: Optimal Arrangements for Sensing in SLAM'
Background
  • Assistant Professor in the Departments of Electrical & Computer Engineering (ECE) and Mathematics, and by courtesy in the Khoury College of Computer Sciences at Northeastern University
  • Leads the Robust Autonomy Lab
  • Broadly interested in the mathematical and algorithmic foundations of trustworthy autonomy
  • Applies tools from nonlinear optimization, differential geometry and topology, abstract algebra, and probability and statistics to design principled, computationally efficient, and provably robust algorithms for machine learning, perception, and control
  • Focuses on designing practical estimation and control algorithms for nonlinear systems with explicit performance guarantees
  • Recent work explores convex relaxation as a general strategy for obtaining provably-good approximate solutions to hard AI problems