IRI.Maptor.Core.MachineLearning 3.0.0

.NET Standard 2.1 This package targets .NET Standard 2.1. The package is compatible with this framework or higher. 
dotnet add package IRI.Maptor.Core.MachineLearning --version 3.0.0
                    


                    

                
NuGet\Install-Package IRI.Maptor.Core.MachineLearning -Version 3.0.0
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="IRI.Maptor.Core.MachineLearning" Version="3.0.0" />
For projects that support PackageReference, copy this XML node into the project file to reference the package. 
<PackageVersion Include="IRI.Maptor.Core.MachineLearning" Version="3.0.0" />
                    


                            Directory.Packages.props
                        

                    

                
<PackageReference Include="IRI.Maptor.Core.MachineLearning" />
                    


                            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 IRI.Maptor.Core.MachineLearning --version 3.0.0
                    


                    

                
#r "nuget: IRI.Maptor.Core.MachineLearning, 3.0.0"
#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 IRI.Maptor.Core.MachineLearning@3.0.0
#: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=IRI.Maptor.Core.MachineLearning&version=3.0.0
                    


                            Install as a Cake Addin
                        

                    

                
#tool nuget:?package=IRI.Maptor.Core.MachineLearning&version=3.0.0
                    


                            Install as a Cake Tool

IRI.Maptor.Core.MachineLearning

NuGet Target

Machine learning algorithms and statistical tools used in the Maptor stack, with a focus on spatial data analysis — clustering, association rule mining, logistic regression, and descriptive statistics.

Installation

dotnet add package IRI.Maptor.Core.MachineLearning

Features

  • DBSCAN density-based clustering (Dbscan.Cluster<T>) with a caller-supplied distance function
  • Apriori frequent-itemset mining (AprioriAlgorithm, Itemset)
  • Binary logistic regression (LogisticRegression) with configurable options: feature normalization, regularization method, variance calculation mode
  • Logistic-regression-based line simplification use case (LogisticSimplification with synthetic training data helpers)
  • Descriptive statistics (GeneralStatistics.CalculateSummary)
  • Shared building blocks: sigmoid, normalization, and regularization helpers

Usage

Train and use a logistic regression classifier:

using IRI.Maptor.Core.MachineLearning;
using IRI.Maptor.Core.Common.Mathematics;

var options = new LogisticRegressionOptions { NormalizeFeatures = true };
var lr = new LogisticRegression(options);

// each row of xValues is one observation; yValues holds the 0/1 labels
lr.Fit(xValues, yValues);   // xValues: Matrix, yValues: double[]

double? probability = lr.Predict(new List<double> { 2.5, 1.3 });

Summarize a data series:

using IRI.Maptor.Core.MachineLearning;

var summary = GeneralStatistics.CalculateSummary(new double[] { 1, 2, 3, 4, 5 });

Limitations

  • Dbscan.Cluster currently returns void; the computed cluster assignments are not yet exposed to the caller.
  • Logistic regression is binary-only (no multi-class support).

NuGet package · Report issues · Back to IRI.Maptor.Core

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 was computed.  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. 
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)
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NuGet packages (1)

Showing the top 1 NuGet packages that depend on IRI.Maptor.Core.MachineLearning:

Package Downloads
IRI.Maptor.Presentation.Wpf

The WPF map UI library: the central MapViewer control, MVVM building blocks, layer types (feature, raster, grid, group), cartographic rendering and symbology, tile-service providers, map markers, converters/behaviors, and Excel/Word export helpers.

GitHub repositories

This package is not used by any popular GitHub repositories.

Version Downloads Last Updated
3.0.0 68 8/23/2026
3.0.0-alpha 62 8/22/2026