A new polynomial-time algorithm for linear programming
Combinatorica
Stochastic global optimization methods. part 1: clustering methods
Mathematical Programming: Series A and B
Punctuated equilibria: a parallel genetic algorithm
Proceedings of the Second International Conference on Genetic Algorithms on Genetic algorithms and their application
Parallel genetic algorithms for a hypercube
Proceedings of the Second International Conference on Genetic Algorithms on Genetic algorithms and their application
Parallel quasi-Newton methods for unconstrained optimization
Mathematical Programming: Series A and B
Simulated annealing and Boltzmann machines: a stochastic approach to combinatorial optimization and neural computing
Global optimization
A filled function method for finding a global minimizer of a function of several variables
Mathematical Programming: Series A and B
Concurrent stochastic methods for global optimization
Mathematical Programming: Series A and B
GENITOR II.: a distributed genetic algorithm
Journal of Experimental & Theoretical Artificial Intelligence
Global optimization and simulated annealing
Mathematical Programming: Series A and B
LAPACK's user's guide
Centralized and distributed dynamic scheduling for adaptive, parallel algorithms
Unstructured scientific computation on scalable multiprocessors
Introduction to parallel computing: design and analysis of algorithms
Introduction to parallel computing: design and analysis of algorithms
Annals of Operations Research - Special issue on Tabu search
Parallel algorithms for global optimization
Journal of Optimization Theory and Applications
Genetic algorithms + data structures = evolution programs (2nd, extended ed.)
Genetic algorithms + data structures = evolution programs (2nd, extended ed.)
Highly Scalable Parallel Algorithms for Sparse Matrix Factorization
IEEE Transactions on Parallel and Distributed Systems
ScaLAPACK user's guide
An Interior-Point Algorithm for Nonconvex Nonlinear Programming
Computational Optimization and Applications - Special issue on computational optimization—a tribute to Olvi Mangasarian, part II
Developments and trends in the parallel solution of linear systems
Parallel Computing - Special Anniversary issue
Symbiosis between linear algebra and optimization
Journal of Computational and Applied Mathematics - Special issue on numerical analysis 2000 Vol. III: linear algebra
Numerical Optimization of Computer Models
Numerical Optimization of Computer Models
Parallel Processing of Discrete Optimization Problems: DIMACS Workshop April 28-29, 1994
Parallel Processing of Discrete Optimization Problems: DIMACS Workshop April 28-29, 1994
Parallel Computing in Optimization
Parallel Computing in Optimization
High Performance Algorithms and Software in Nonlinear Optimization
High Performance Algorithms and Software in Nonlinear Optimization
Ill-Conditioning and Computational Error in Interior Methods for Nonlinear Programming
SIAM Journal on Optimization
An Interior Point Algorithm for Large-Scale Nonlinear Programming
SIAM Journal on Optimization
Pattern Search Algorithms for Bound Constrained Minimization
SIAM Journal on Optimization
Pattern Search Methods for Linearly Constrained Minimization
SIAM Journal on Optimization
Effects of Finite-Precision Arithmetic on Interior-Point Methods for Nonlinear Programming
SIAM Journal on Optimization
A parallel formulation of interior point algorithms
Proceedings of the 1994 ACM/IEEE conference on Supercomputing
The Adjoint Newton Algorithm for Large-Scale Unconstrained Optimization in Meteorology Applications
Computational Optimization and Applications
Proceedings of the 3rd International Conference on Genetic Algorithms
Proceedings of the 3rd International Conference on Genetic Algorithms
The Distributed Genetic Algorithm Revisited
Proceedings of the 6th International Conference on Genetic Algorithms
Optimization Using Distributed Genetic Algorithms
PPSN I Proceedings of the 1st Workshop on Parallel Problem Solving from Nature
Implementing the Genetic Algorithm on Transputer Based Parallel Processing Systems
PPSN I Proceedings of the 1st Workshop on Parallel Problem Solving from Nature
Implementation of Standard Genetic Algorithm on MIMD Machines
PPSN III Proceedings of the International Conference on Evolutionary Computation. The Third Conference on Parallel Problem Solving from Nature: Parallel Problem Solving from Nature
IRREGULAR '95 Proceedings of the Second International Workshop on Parallel Algorithms for Irregularly Structured Problems
Parallel algorithms for global optimization problems
Solving Combinatorial Optimization Problems in Parallel - Methods and Techniques
Parallel GRASP with path-relinking for job shop scheduling
Parallel Computing - Special issue: Parallel computing in numerical optimization
A multistage stochastic programming algorithm suitable for parallel computing
Parallel Computing - Special issue: Parallel computing in numerical optimization
Parallel Computing - Special issue: Parallel computing in numerical optimization
Numerical solution of special linear and quadratic programs via a parallel interior-point method
Parallel Computing - Special issue: Parallel computing in numerical optimization
Parallel algorithms for computing all possible subset regression models using the QR decomposition
Parallel Computing - Special issue: Parallel computing in numerical optimization
Parallel Computing - Special issue: Parallel computing in numerical optimization
A parallel solver for large quadratic programs in training support vector machines
Parallel Computing - Special issue: Parallel computing in numerical optimization
GRASP with Path Relinking for Three-Index Assignment
INFORMS Journal on Computing
Bayesian Heuristic Approach to Discrete and Global Optimization: Algorithms, Visualization, Software, and Applications
ISPA'06 Proceedings of the 2006 international conference on Frontiers of High Performance Computing and Networking
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The new computational technologies are having a very strong influence on numerical optimization, in several different ways. Many researchers have been stimulated by the need to either conform the existing numerical techniques to the new parallel architectures or to devise completely new parallel solution approaches. A mini-symposium on Parallel Computing in Nonlinear Optimization was held in Naples, Italy, September 2001, during the International Conference ParCo2001, in order to bring together researchers active in this field and to discuss and share their findings. Some of the papers presented during the mini-symposium, as well as additional contributions from other researchers are collected in this special issue. Clearly, two different trends, well representative for most of the current research activities, can be identified. Firstly, there is an attempt to encapsulate parallel linear algebra software and algorithms into optimization codes, particularly codes implementing interior point strategies for which the linear algebra issues are very critical, and secondly, there is an effort to devise new parallel solution strategies in global optimization, either for specific or general purpose problems, motivated by the large size and the combinatorial nature of them. In the present paper we review the literature on these trends and classify the contributed papers within this framework.