libstopt5

library for stochastic optimization problems (shared library)

The STochastic OPTimization library (StOpt) aims at providing tools in C++ for solving some stochastic optimization problems encountered in finance or in the industry. Different methods are available: - dynamic programming methods based on Monte Carlo with regressions (global, local, kernel and sparse regressors), for underlying states following some uncontrolled Stochastic Differential Equations; - dynamic programming with a representation of uncertainties with a tree: transition problems are here solved by some discretizations of the commands, resolution of LP with cut representation of the Bellman values; - Semi-Lagrangian methods for Hamilton Jacobi Bellman general equations for underlying states following some controlled Stochastic Differential Equations; - Stochastic Dual Dynamic Programming methods to deal with stochastic stock management problems in high dimension. Uncertainties can be given by Monte Carlo and can be represented by a state with a finite number of values (tree); - Some branching nesting methods to solve very high dimensional non linear PDEs and some appearing in HJB problems. Besides some methods are provided to solve by Monte Carlo some problems where the underlying stochastic state is controlled. For each method, a framework is provided to optimize the problem and then simulate it out of the sample using the optimal commands previously computed. Parallelization methods based on OpenMP and MPI are provided in this framework permitting to solve high dimensional problems on clusters. The library should be flexible enough to be used at different levels depending on the user's willingness.

libkf5akonadicalendar-bin

akonadi-calendar - runtime binaries

This library offers helper functions to integrate the use of Akonadi calendar items in applications.

libopenturns0.19

dynamic libraries for OpenTURNS

OpenTURNS is a powerful and generic tool to treat and quantify uncertainties in numerical simulations in design, optimization and control. It allows both sensitivity and reliability analysis studies: * define the outputs of interest and decision criteria; * quantify and model the source of uncertainties; * propagate uncertainties and/or analyse sensitivity * rank the sources of uncertainty

python3-uart-devices

Python library for managing UART devices on Linux

uart-devices is a comprehensive Python library designed to interact with UART (Universal Asynchronous Receiver/Transmitter) devices on Linux platforms. This library simplifies the process of detecting, configuring, and managing UART devices directly from Python scripts, providing a robust toolkit for developers working with serial communication hardware.

libhypre-2.28.0

High Performance Matrix Preconditioners - Shared Library

Hypre is a set of matrix preconditioning libraries to aid in the solution of large systems of linear equations.

r-bioc-dir.expiry

Bioconductor managing expiration for cache directories

Implements an expiration system for access to versioned directories. Directories that have not been accessed by a registered function within a certain time frame are deleted. This aims to reduce disk usage by eliminating obsolete caches generated by old versions of packages.