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A Theory of Complexity, Condition and Roundoff

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Defines a finite-precision BSS machine that rounds every intermediate real to x(1+δ) with |δ| ≤ u and fixes precision k = log2(1/u). Proposes input size = length + log(condition) and an accuracy cost = minimal k that guarantees correctness. Introduces classes P_ro (polynomial arithmetic and precision bounds), P_dir (time independent of precision), NP_ro with witness y whose condition stays polynomially related, and an algebraic-circuit sign decision problem proved NP_ro-complete; determinant computation takes O(n^3) arithmetic independent of precision.

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  1. 0:00Introduction and background
  2. 1:39Floating point computations
  3. 3:54Stability and condition
  4. 7:22Defining decision problems
  5. 11:42Complexity and cost analysis
  6. 14:22Clocked computations
  7. 17:21Class P with round off
  8. 20:56Non-deterministic complexity
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