mraginsky + simulation 2
[1101.0833] Dynamical systems, simulation, abstract computation
january 2011 by mraginsky
""We survey an area of recent development, relating dynamics to theoretical computer science. We discuss the theoretical limits of simulation and computation of interesting quantities in dynamical systems. We will focus on central objects of the theory of dynamics, as invariant measures and invariant sets, showing that even if they can be computed with arbitrary precision in many interesting cases, there exists some cases in which they can not. We also explain how it is possible to compute the speed of convergence of ergodic averages (when the system is known exactly) and how this entails the computation of arbitrarily good approximations of points of the space having typical statistical behaviour (a sort of constructive version of the pointwise ergodic theorem).""
papers
to-read
ergodic-theory
dynamical-systems
complexity
computer-science
algorithms
simulation
january 2011 by mraginsky
[1008.2008] Rate-Constrained Simulation and Source Coding IID Sources
august 2010 by mraginsky
"Necessary conditions for asymptotically optimal sliding-block or stationary codes for source coding and rate-constrained simulation of memoryless sources are presented and used to motivate a design technique for trellis-encoded source coding and rate-constrained simulation. The code structure has intuitive similarities to classic random coding arguments as well as to ``fake process'' methods and alphabet-constrained methods. Experimental evidence shows that the approach provides comparable or superior performance in comparison with previously published methods on common examples, sometimes by significant margins."
papers
to-read
information-theory
rate-distortion
source-coding
simulation
august 2010 by mraginsky
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