Published January 1, 2008
| Version v1
Journal article
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DECOMPOSITIONAL ANALYSIS OF KRONECKER STRUCTURED MARKOV CHAINS
- 1. Facebook, Palo Alto, CA 94301 USA
- 2. Bilkent Univ, Dept Comp Engn, TR-06800 Ankara, Turkey
- 3. Duke Univ, Dept Comp Sci, Durham, NC 27708 USA
- 4. Duke Univ, Dept Elect & Comp Engn, Durham, NC 27708 USA
Description
This contribution proposes a decompositional iterative method with low memory requirements for the steady-state analysis of Kronecker structured Markov chains. The Markovian system is formed by a composition of subsystems using the Kronecker sum operator for local transitions and the Kronecker product operator for synchronized transitions. Even though the interactions among subsystems, which are captured by synchronized transitions, need not be weak, numerical experiments indicate that the solver benefits considerably from weak interactions among subsystems, and is to be recommended specifically in this case.
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