• GAMS

  • Referenced in 865 articles [sw04978]
  • General Algebraic Modeling System (GAMS) is specifically designed for modeling linear, nonlinear and mixed integer ... optimization problems. The system is especially useful with large, complex problems. GAMS is available...
  • mboost

  • Referenced in 67 articles [sw07331]
  • package mboost: Model-Based Boosting. Functional gradient descent algorithm (boosting) for optimizing general risk functions ... base-learners for fitting generalized linear, additive and interaction models to potentially high-dimensional data...
  • TOMLAB

  • Referenced in 99 articles [sw04214]
  • TOMLAB is a general purpose development and modeling environment in Matlab for research, teaching ... practical solution of optimization problems. The TOMLAB optimization environment is flexible, easy-to-use, robust...
  • ACADO

  • Referenced in 72 articles [sw04764]
  • general framework for using a great variety of algorithms for direct optimal control, including model...
  • AdequacyModel

  • Referenced in 12 articles [sw15282]
  • package AdequacyModel: Adequacy of Probabilistic Models and General Purpose Optimization. The main application concerns ... robust optimization package with two major contributions. The first contribution refers ... assessment of the adequacy of probabilistic models through a combination of several statistics, which measure ... models for a given data set. The second one provides a general purpose optimization method...
  • OLAF

  • Referenced in 8 articles [sw04231]
  • OLAF -- a general modeling system to evaluate and optimize the location ... polluting facility We propose a general modeling and optimization system for the effects...
  • UOBYQA

  • Referenced in 67 articles [sw07576]
  • quadratic approximation. A new algorithm for general unconstrained optimization calculations is described. It takes account ... objective function by forming quadratic models by interpolation. Obviously, no first derivatives are required...
  • glm

  • Referenced in 29 articles [sw37503]
  • linear models. glm fits generalized linear models. It can fit models by using either IRLS ... maximum quasilikelihood) or Newton–Raphson (maximum likelihood) optimization, which is the default...
  • COPS

  • Referenced in 37 articles [sw08461]
  • with general optimization solvers. Each problem has been implemented in AMPL. The models from COPS...
  • ROptEst

  • Referenced in 15 articles [sw06096]
  • Optimally robust estimation , Optimally robust estimation in general smoothly parameterized models using S4 classes...
  • hgam

  • Referenced in 73 articles [sw11201]
  • sparsity-smoothness penalty for high-dimensional generalized additive models. The combination of sparsity and smoothness ... algorithm, with provable numerical convergence properties, for optimizing the penalized likelihood. Furthermore, we provide oracle...
  • ve08

  • Referenced in 148 articles [sw05141]
  • unconstrained optimization of partially separable functions We consider the problem of minimizing a smooth objective ... found to work quite well. However, in general, the performance of these methods is rather ... approach of approximating f by local quadratic models, which is computationally feasible even for large...
  • lobpcg.m

  • Referenced in 144 articles [sw24008]
  • compared with this “ideal” algorithm on our model test problems in terms of the speed ... much more expensive global optimization method on the same generalized block Krylov subspace. We propose...
  • SVMlight

  • Referenced in 264 articles [sw04076]
  • software also provides methods for assessing the generalization performance efficiently. It includes two efficient estimation ... algorithm proceeds by solving a sequence of optimization problems lower-bounding the solution using ... SVMlight can also train SVMs with cost models (see [Morik et al., 1999]). The code...
  • DEoptim

  • Referenced in 49 articles [sw08656]
  • differential evolution algorithm for the global optimization of a real-valued function of a real ... Parratt model for X-ray reflectometry data and a Markov-Switching Generalized AutoRegressive Conditional Heteroskedasticity...
  • MESSEGE III

  • Referenced in 13 articles [sw20986]
  • their General Environmental Impact (MESSAGE). MESSAGE is a systems engineering optimization model used for medium...
  • ADVI

  • Referenced in 27 articles [sw34040]
  • class of models. The algorithm automatically determines an appropriate variational family and optimizes the variational ... ADVI to MCMC sampling across hierarchical generalized linear models, nonconjugate matrix factorization, and a mixture...
  • Quantum Espresso

  • Referenced in 50 articles [sw06129]
  • codes for electronic-structure calculations and materials modeling, based on density-functional theory, plane waves ... Research in Electronic Structure, Simulation, and Optimization. It is freely available to researchers around ... world under the terms of the GNU General Public License. QUANTUM ESPRESSO builds upon newly ... years by some of the leading materials modeling groups worldwide. Innovation and efficiency are still...
  • CasADi

  • Referenced in 55 articles [sw06437]
  • general and dynamic optimization problems in particular. To the developer of algorithms for numerical optimization ... hence more flexible, than that of algebraic modeling languages such as AMPL or GAMS...
  • PROC NLMIXED

  • Referenced in 68 articles [sw11039]
  • general distribution that you code using SAS programming statements. PROC NLMIXED fits nonlinear mixed models ... Taylor series approximation. A variety of alternative optimization techniques are available to carry...