Stochastic Performance Modeling

Performance Modeling and analysis includes a broad spectrum of research activities from the use of more empirical through the use of simulation to more sophisticated mathematical methods. It has been and continues to be of great practical and theoretical importance in research labs in the design, development and optimization of computer and communication systems and applications. IBM Research has a distinguished history in the theory and practice of performance analysis, modeling and optimization.

Fundamental and foundational contributions have been made in a number of important areas which have played a critical role in understanding important problems in the design, development, management and planning of complex systems. It includes:

  • Product-form queueing networks
  • Optimal control and scheduling in queueing networks
  • Stochastic ordering and majorization
  • Rare-event and parallel simulation
  • Matrix-analytic analysis of stochastic models
  • Polling systems; and performance modeling tools

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