LibTopoART.Compatibility 0.8.0

.NET 10.0 This package targets .NET 10.0. 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.Compatibility --version 0.8.0
                    


                    

                
NuGet\Install-Package LibTopoART.Compatibility -Version 0.8.0
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.Compatibility" Version="0.8.0" />
For projects that support PackageReference, copy this XML node into the project file to reference the package. 
<PackageVersion Include="LibTopoART.Compatibility" Version="0.8.0" />
                    


                            Directory.Packages.props
                        

                    

                
<PackageReference Include="LibTopoART.Compatibility" />
                    


                            Project file
For projects that support Central Package Management (CPM), copy this XML node into the solution Directory.Packages.props file to version the package. 
paket add LibTopoART.Compatibility --version 0.8.0
                    


                    

                
#r "nuget: LibTopoART.Compatibility, 0.8.0"
#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. 
#:package LibTopoART.Compatibility@0.8.0
#:package directive can be used in C# file-based apps starting in .NET 10 preview 4. Copy this into a .cs file before any lines of code to reference the package. 
#addin nuget:?package=LibTopoART.Compatibility&version=0.8.0
                    


                            Install as a Cake Addin
                        

                    

                
#tool nuget:?package=LibTopoART.Compatibility&version=0.8.0
                    


                            Install as a Cake Tool

LibTopoART

LibTopoART provides platform-independent C# 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.

TopoART combines elements of Adaptive Resonance Theory (ART) and topology-learning neural networks. From ART, it inherits fast learning, resistance to catastrophic forgetting, and an incremental architecture allowing for the insertion of new neurons on demand. By additionally associating related neurons, TopoART represents the topology of its input. Therefore, clusters of arbitrary shapes can be learnt, the spatio-temporal context of input can be used to facilitate network training, and episodes can be formed. Moreover, TopoART enables stable online clustering of stationary and non-stationary data at multiple levels of detail in parallel.

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 computations of these neural networks are performed using the C# data type decimal, which is a base-10 type providing a higher precision than float and double. For most networks, accelerated variants exist which internally use fixed-point arithmetic to reduce the computation time.

LibTopoART.Compatibility

LibTopoART.Compatibility contains wrappers for 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. This renders the TopoART neural networks accessible from environments mapping .NET types to their own type systems, such as MATLAB.

The classes TopoART_i64d and TopoART_i64du8 wrap all neural networks provided by LibTopoART: TopoART, Episodic TopoART, Hypersphere TopoART, TopoART-AM, TopoART-C, Hypersphere TopoART-C, and TopoART-R. Here, int64 is used as the main integer type and double as the main floating-point type. Additionally, TopoART_i64du8 accepts uint8 data for training and inference, which accelerates the processing of image data.

LibTopoART.Compatibility is used by the packages TopoART Layers and TopoART Neural Networks available from MATLAB File Exchange.

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 was computed.  net9.0-android was computed.  net9.0-browser was computed.  net9.0-ios was computed.  net9.0-maccatalyst was computed.  net9.0-macos was computed.  net9.0-tvos was computed.  net9.0-windows was computed.  net10.0 is compatible.  net10.0-android was computed.  net10.0-browser was computed.  net10.0-ios was computed.  net10.0-maccatalyst was computed.  net10.0-macos was computed.  net10.0-tvos was computed.  net10.0-windows was computed. 
.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

This package is not used by any NuGet packages.

GitHub repositories

This package is not used by any popular GitHub repositories.

Version Downloads Last Updated
0.8.0 108 9/26/2026
0.7.0 172 5/31/2026
0.6.0 208 1/10/2026
0.5.0 338 12/26/2024
0.4.1 407 1/13/2024
0.4.0 363 12/30/2023
0.3.0 416 12/9/2023
0.2.0 482 9/10/2023
0.1.0 700 1/21/2023
0.0.2 803 11/5/2022
0.0.1 768 6/4/2022

In version 0.8.0, support for saving networks to and loading them from byte arrays has been added. In particular, the classes TopoART_i64d and TopoART_i64du8 provide the method ToByteArray as well as a constructor accepting a byte array. Furthermore, the new class Control enables adjusting the verbosity of LibTopoART. This version requires LibTopoART 1.1.0 or above.