Sonja Petrović
Scholar

Sonja Petrović

Google Scholar ID: itYIYM8AAAAJ
Illinois Institute of Technology
Algebraic statisticsnetwork modelingnumerical algebraic geometryMarkov Chain Morte Carlo methodscombinatorics
Citations & Impact
All-time
Citations
466
 
H-index
12
 
i10-index
14
 
Publications
20
 
Co-authors
19
list available
Resume (English only)
Research Experience
  • My research is in nonlinear algebra and nonlinear statistics. I develop, analyze, and apply statistical models for discrete relational data such as networks. I also study randomized algorithm approaches to computational algebra problems whose expected runtimes are much lower than the well-known worst-case complexity bounds, develop probabilistic models to study average and extreme behavior of algebraic objects, and use machine learning to predict and improve the behavior of algebraic computations.
Background
  • Mathematician, statistician, entrepreneur. Discovering, studying, and modeling structure in relational data.
Miscellany
  • Passion: social responsibility, inclusion, community engagement, and empowering others. AIforSociety: trustworthy AI assessment. Activism: Bike Bus organizing.