LibTopoART 0.98.1

.NET 9.0 This package targets .NET 9.0. The package is compatible with this framework or higher. .NET Standard 2.1 This package targets .NET Standard 2.1. The package is compatible with this framework or higher. .NET Framework 4.7.2 This package targets .NET Framework 4.7.2. The package is compatible with this framework or higher. 
dotnet add package LibTopoART --version 0.98.1                

                    
                

            
NuGet\Install-Package LibTopoART -Version 0.98.1
This command is intended to be used within the Package Manager Console in Visual Studio, as it uses the NuGet module's version of Install-Package. 
<PackageReference Include="LibTopoART" Version="0.98.1" />
For projects that support PackageReference, copy this XML node into the project file to reference the package. 
paket add LibTopoART --version 0.98.1                

                    
                

            
#r "nuget: LibTopoART, 0.98.1"
#r directive can be used in F# Interactive and Polyglot Notebooks. Copy this into the interactive tool or source code of the script to reference the package. 
// Install LibTopoART as a Cake Addin
#addin nuget:?package=LibTopoART&version=0.98.1

// Install LibTopoART as a Cake Tool
#tool nuget:?package=LibTopoART&version=0.98.1

LibTopoART

LibTopoART provides implementations of several neural networks based on the TopoART architecture. This architecture has been developed as a unified machine learning approach tackling frequent problems arising in cognitive robotics and advanced machine learning, such as online-learning, lifelong learning from data streams, as well as incremental learning and prediction from non-stationary data, noisy data, imbalanced data, and incomplete data.

Besides the TopoART neural network itself, LibTopoART comprises implementations of Episodic TopoART (episodic clustering of data streams), Hypersphere TopoART (clustering and topology-learning), TopoART-AM (associative memory), TopoART-C and Hypersphere TopoART-C (classification), and TopoART-R (regression).

The reference manual, samples, and visualisation tools can be downloaded from the LibTopoART website.

Product Compatible and additional computed target framework versions.
.NET net5.0 was computed.  net5.0-windows was computed.  net6.0 was computed.  net6.0-android was computed.  net6.0-ios was computed.  net6.0-maccatalyst was computed.  net6.0-macos was computed.  net6.0-tvos was computed.  net6.0-windows was computed.  net7.0 was computed.  net7.0-android was computed.  net7.0-ios was computed.  net7.0-maccatalyst was computed.  net7.0-macos was computed.  net7.0-tvos was computed.  net7.0-windows was computed.  net8.0 was computed.  net8.0-android was computed.  net8.0-browser was computed.  net8.0-ios was computed.  net8.0-maccatalyst was computed.  net8.0-macos was computed.  net8.0-tvos was computed.  net8.0-windows was computed.  net9.0 is compatible. 
.NET Core netcoreapp3.0 was computed.  netcoreapp3.1 was computed. 
.NET Standard netstandard2.1 is compatible. 
.NET Framework net472 is compatible.  net48 was computed.  net481 was computed. 
MonoAndroid monoandroid was computed. 
MonoMac monomac was computed. 
MonoTouch monotouch was computed. 
Tizen tizen60 was computed. 
Xamarin.iOS xamarinios was computed. 
Xamarin.Mac xamarinmac was computed. 
Xamarin.TVOS xamarintvos was computed. 
Xamarin.WatchOS xamarinwatchos was computed. 
Compatible target framework(s)
Included target framework(s) (in package)
Learn more about Target Frameworks and .NET Standard.

NuGet packages (1)

Showing the top 1 NuGet packages that depend on LibTopoART:

Package Downloads
LibTopoART.Compatibility

LibTopoART.Compatibility provides a simplified access to the neural networks of LibTopoART using common data types. In particular, the data type decimal is substituted by more widely supported types such as double.

GitHub repositories

This package is not used by any popular GitHub repositories.

Version Downloads Last updated
0.98.1 113 12/21/2024
0.98.0 313 5/19/2024
0.97.1 251 12/30/2023
0.97.0 2,539 1/4/2023
0.96.0 2,716 5/28/2022
0.95.0 442 9/25/2021
0.94.0 3,199 11/14/2020
0.93.0 495 4/10/2020
0.91.0 573 12/22/2019
0.90.1 522 10/5/2019

Version 0.98.1 contains minor improvements, optimisations, and preparations for the first full release (version 1.0.0).