Lynx MATLAB Toolbox

Versione 1.3.0.0 (2,22 MB) da Simone
A toolbox for the design of complex machine learning experiments
5.0
(6)
2,2K download
Aggiornato 4 set 2016
Visualizza la licenza su GitHub

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.

Cita come

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

Compatibilità della release di MATLAB
Creato con R2013a
Compatibile con qualsiasi release
Compatibilità della piattaforma
Windows macOS Linux
Categorie
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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

Le versioni che utilizzano il ramo predefinito di GitHub non possono essere scaricate

Versione Pubblicato Note della release
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

Per visualizzare o segnalare problemi su questo componente aggiuntivo di GitHub, visita GitHub Repository.
Per visualizzare o segnalare problemi su questo componente aggiuntivo di GitHub, visita GitHub Repository.