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Invitation to Real Complexity Theory: Algorithmic Foundations to Reliable Numerics with Bit-Costs

Authors :
Kawamura, Akitoshi
Ziegler, Martin
Publication Year :
2018

Abstract

While concepts and tools from Theoretical Computer Science are regularly applied to, and significantly support, software development for discrete problems, Numerical Engineering largely employs recipes and methods whose correctness and efficiency is demonstrated empirically. We advertise REAL COMPLEXITY THEORY: a resource-oriented foundation to rigorous computations over continuous universes such as real numbers, vectors, sequences, continuous functions, and Euclidean subsets: in the bit-model by approximation up to given absolute error. It offers sound semantics (e.g. of comparisons/tests), closure under composition, realistic runtime predictions, and proofs of algorithmic optimality by relating to known classes like NP, #P, PSPACE.<br />Comment: Proc. WAAC 2015, http://waac-15.appspot.com/program.html

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.1801.07108
Document Type :
Working Paper