numbworks/nw.univariateforecasting

NW.UnivariateForecasting is a library to perform Univariate Forecasting on your own values. Time Series Forecasting is a machine learning technique that aims to predict the next values in a time series when a subset of subsequent values is provided ("sliding window").

NW.UnivariateForecasting

Library	Client

Contact: [email protected]

Revision History

Date	Author	Description
2020-12-06	numbworks	Created.
2020-12-22	numbworks	Added Revision History.
2020-12-26	numbworks	Added Download* paragraphs.
2020-12-27	numbworks	Added code coverage badge.
2021-10-11	numbworks	Version numbers removed.
2023-01-22	numbworks	Updated to v2.5.0.
2024-02-08	numbworks	Updated to v4.0.0.

In short

From the documentation:

NW.UnivariateForecasting is a library to perform univariate forecasting tasks on the values you provide.

NW.UnivariateForecastingClient (unifor.exe) is the command-line client for the NW.UnivariateForecasting library.

Download the source code

I assume you are on Windows, but the library should compile without issues on Linux as well. Please:

1. Install Git for Windows;
2. Open Windows Powershell (or Windows Terminal or similar) and type:

PS C:\> mkdir NW.UnivariateForecasting
PS C:\> cd .\NW.UnivariateForecasting\
PS C:\NW.UnivariateForecasting> git clone https://github.com/numbworks/NW.UnivariateForecasting.git

3. Open NW.UnivariateForecasting.sln with Visual Studio or other IDE;
4. Done!

Download the library's binary package

If you are a .NET developer and you want to use the library from within your projects, the binary packages are available on NuGet.

Download the client's binary package

If you are an non-developer user, you can download the client from the Releases page on Github.

Getting Started

• Documentation: Library
• Documentation: Client

Other Links

• LICENSE

nw.univariateforecasting's Issues

[v3.0.0] Update documentation to v3.0.0

As a developer, I want to update the documentation to v3.0.0, so that the users can have the most up-to-date information about the library and its client.

[v2.5.0] Add a preliminary structure for the client

As a developer, I want to add support for a preliminary structure for the client, so that I can prepare the ground for the introduction of a CLI application as client.

[v3.0.0] Remove un-necessary members from UnivariateForecaster

As a developer, I want to remove all the un-necessary members from UnivariateForecaster class, so that the library is easier to mantain and expand.

[v3.0.0] Remove un-necessary members from Observations classes

As a developer, I want to remove all the un-necessary members from the "Observations", so that the library is easier to maintain and expand.

[v2.5.0] Add support for Filenames namespace

As a developer, I want to add support for the "Filenames" namespace, so that I can prepare the ground for the introduction of the save functionalities.

[v2.0.1] Vulnerability GHSA-5crp-9r3c-p9vr in Newtonsoft.Json prior to version 13.0.1

GHSA-5crp-9r3c-p9vr

[v3.0.0] Update "Forecast" command in the library

As a developer, I want to update the "Forecast" command in the library, so that a session is returned.

[v2.5.0] Add standard NW build script

As a developer, I want to add the standard NW build script to the repository, so that the library can be compiled as expected with one click.

[v2.5.0] Remove all the Invoke() statements

As a developer, I want to remove all the Invoke() statements, so that the code is more compact.

[v4.1.0] Move Files, Validation to NW.Shared.*

[v3.0.0] Consolidate all the floating point datatypes to double

As a developer, I want to consolidate all the floating point data types to double, so that the library's behavior is consistent.

[v3.0.0] Remove Intervals namespace

As a developer, I want to remove the "Intervals" namespace, so that the library is easier to maintain and expand.

[v2.5.0] Split monolithic ObjectMother class to namespace-based ObjectMother classes

As a developer, I want to split the currently monolithic ObjectMother class to smaller namespace-based ObjectMother classes, so that the library is easier to mantain and expand.

[v2.5.0] Add support for ASCII banner

As a developer, I want to add support for the ASCII banner, so that I can prepare the ground for the introduction of a CLI application as client.

[v3.0.0] Remove un-necessary members from SlidingWindows classes

As a developer, I want to remove all the un-necessary members from the "SlidingWindows" namespace, so that the library is easier to maintain and expand.

[v3.0.0] Add ForecastingInit, ForecastingInitManager and ForecastingSession

As a developer, I want to add support for the ForecastingInit* and ForecastingSession classes, so that I can prepare the ground for improving the library's usability and for simplifying the library's I/O.

[v3.0.0] Add "Forecast" subcommand to the client

As a developer, I want to add the "Forecast" subcommand to the client, so that the command-line user can perform forecasting tasks.

[v4.2.0] Move Serializations namespace to NW.Shared.Serialization

[v4.0.0] Framework Freeze. Migrate to .NET 8.0, NUnit 4.x, update packages accordingly, implement new assertion model

[v2.5.0] Split monolithic MessageCollection class to namespace-based MessageCollection classes

As a developer, I want to split the currently monolithic MessageCollection class to smaller namespace-based MessageCollection classes, so that the library is easier to mantain and expand.

[v3.0.0] Add Serializers namespace

As a developer, I want to add support for the "Serializers" namespace, so that I can prepare the ground for the replacement of Newtonsoft.Json with System.Text.Json.

[v4.0.0] Adopt the "Bag Pattern" into the codebase