GMRES: a generalized minimal residual algorithm for solving nonsymmetric linear systems
SIAM Journal on Scientific and Statistical Computing
ACM Transactions on Mathematical Software (TOMS)
A Practical Upper Bound for Departure from Normality
SIAM Journal on Matrix Analysis and Applications
Best Available Bounds For Departure From Normality
SIAM Journal on Matrix Analysis and Applications
Efficient management of parallelism in object-oriented numerical software libraries
Modern software tools for scientific computing
Pseudospectra of Linear Operators
SIAM Review
Mining and visualizing recommendation spaces for elliptic PDEs with continuous attributes
ACM Transactions on Mathematical Software (TOMS) - Special issue in honor of John Rice's 65th birthday
Lancelot: A FORTRAN Package for Large-Scale Nonlinear Optimization (Release A)
Lancelot: A FORTRAN Package for Large-Scale Nonlinear Optimization (Release A)
Toward a Common Component Architecture for High-Performance Scientific Computing
HPDC '99 Proceedings of the 8th IEEE International Symposium on High Performance Distributed Computing
Applying Aspect-Orient Programming Concepts to a Component-Based Programming Model
IPDPS '03 Proceedings of the 17th International Symposium on Parallel and Distributed Processing
Self-adapting numerical software (SANS) effort
IBM Journal of Research and Development
Self-adapting numerical software and automatic tuning of heuristics
ICCS'03 Proceedings of the 2003 international conference on Computational science
Self-adapting numerical software and automatic tuning of heuristics
ICCS'03 Proceedings of the 2003 international conference on Computational science
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We propose a standard for generating, manipulating, and storing metadata describing numerical problems, in particular properties of matrices and linear systems. The standard comprises: –an API for metadata generating and querying software, and –an XML format for permanent storage of metadata. The API is open-ended, allowing for other parties to define additional metadata categories to be generated and stored within this framework. Furthermore, we present two software libraries, NMD and AnaMod, that implement this standard, and that contain a number of computational modules for numerical metadata. The libraries, more than simply illustrating the use of the standard, provide considerable utility to numerical researchers.