Lynx MATLAB Toolbox

版本 1.3.0.0 (2.2 MB) 作者: Simone
A toolbox for the design of complex machine learning experiments
5.0
(6)
2.2K 次下载
更新时间 2016/9/4
在 GitHub 上查看许可证

Lynx is a research-oriented MATLAB toolbox for designing in a fast way supervised machine learning experiments. Details of a simulation can be specified under a configuration file, and the toolbox takes charge of loading data, partitioning it, testing the algorithms and visualizing the results. Additionally, it has support for parallelizing the experiments, and enabling GPU support. This makes large experiments easily repeatable and modifiable.
We have currently pre-implemented several algorithms (e.g. support vector machines, kernel ridge regression...), optimization routines (grid-search procedures, searching the optimal feature subset...), and datasets.

You can see examples of use (taken from my research papers) on:
http://ispac.diet.uniroma1.it/scardapane/software/code/

Please do not hesitate to contact me for any help. Problems and bugs can be reported also on the GitHub page where I will try to answer daily. The toolbox has been tested from MATLAB R2013a up to MATLAB R2015a.

引用格式

Simone (2024). Lynx MATLAB Toolbox (https://github.com/ispamm/Lynx-Toolbox), GitHub. 检索时间: .

MATLAB 版本兼容性
创建方式 R2013a
兼容任何版本
平台兼容性
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类别
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configs

core/classes

core/classes/@Simulation

core/classes/AdditionalFeatures

core/classes/Aggregators

core/classes/DataTypes

core/classes/DatasetFactories

core/classes/LearningAlgorithmTemplates

core/classes/NetworkTopologies

core/classes/OutputFormatters

core/classes/Tasks

core/classes/ValueContainers

core/functions/geneticprogramming

core/functions/geneticprogramming/individuals

core/functions/initialization

core/functions/math

core/functions/other

core/functions/utilities

core/functions/validation

functionalities/LearningAlgorithms

functionalities/LearningAlgorithms/ExtremeLearningMachine

functionalities/LearningAlgorithms/MultilayerPerceptron

functionalities/LearningAlgorithms/RandomVectorFunctionalLink

functionalities/LearningAlgorithms/RegularizedLeastSquare

functionalities/LearningAlgorithms/SupportVectorMachine

functionalities/Models

functionalities/PartitionStrategies

functionalities/PerformanceMeasures

functionalities/Preprocessors

functionalities/StatisticalTests

functionalities/Wrappers

functionalities/wrappers

help

scripts

tests

tests/DummyObjects

tests/core/classes

tests/core/classes/Aggregators

tests/core/classes/Tasks

tests/core/classes/ValueContainers

tests/core/functions/geneticprogramming

tests/core/functions/geneticprogramming/individuals

tests/core/functions/math

tests/core/functions/other

tests/core/functions/utilities

tests/core/functions/validation

tests/functionalities/LearningAlgorithms

tests/functionalities/PartitionStrategies

tests/functionalities/PerformanceMeasures

tests/functionalities/Preprocessors

tests/functionalities/Wrappers

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版本 已发布 发行说明
1.3.0.0

Re-updated description linking to GitHub bug report.
Fixed link.
1.1.0.0

I have updated the description of the toolbox.
1.0.0.0

要查看或报告此来自 GitHub 的附加功能中的问题，请访问其 GitHub 仓库。
要查看或报告此来自 GitHub 的附加功能中的问题，请访问其 GitHub 仓库。