Giter Club home page Giter Club logo

ndtw's Introduction

NDtw

Dynamic Time Warping (DTW) algorithm implementation for .NET C#

Features

  • Single or multivariate
  • Data preprocessing options (none, centering, normalization, standardization)
  • Optional weights for variables
  • Manhattan, Euclidean, SquaredEuclidean distance measures
  • Optional boundary constraints (1, 1) and (m,n)
  • Sakoe-Chiba band
  • Ikatura paralelogram (custom slope constraint can be specified which results in such paralelogram)
  • C# code written with performance in mind (fast data structures, local variables caching for loops etc.)

Three libraries:

  • NDtw (algorithm)
  • NDtw.Visualization.Wpf (visualization WPF user controls included: series and matrix)
  • NDtw.Examples (WPF example application for demonstration purposes)

Usage:

  • very simple: var cost = new Dtw(seriesA, seriesB).GetCost();
  • or much more complex initialization of Dtw class with various features

Available on NuGet:

Screenshots

DTW visualization

DTW visualization

Thanks to

  • http://oxyplot.codeplex.com/, a great charting library
  • Sample data provider: 'Classification of individual consumption by purpose - 1998 (COICOP), source: Eurostat'
  • everyone else for various code snippets (mentioned in code)

License

NDtw is released under the MIT license: www.opensource.org/licenses/MIT

ndtw's People

Contributors

doblak avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

ndtw's Issues

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.