Code Monkey home page Code Monkey logo

lbimproved's Introduction

LBImproved C++ Library

Build Status

This library comes in the form of one short C++ header file. The documentation is in the C++ comments and in this file.

Key feature

  1. Fast Dynamic Time Warping nearest neighbor retrieval.

  2. Implementations of LB Koegh and LB Improved

  3. Companion to the following paper :

Daniel Lemire, Faster Retrieval with a Two-Pass Dynamic-Time-Warping Lower Bound, Pattern Recognition 42 (9), pages 2169-2180, 2009. http://arxiv.org/abs/0811.3301

Comments about this paper by Keogh's team:

 To our knowledge, there is only one paper that
 offers a plausible speedup based on a tighter 
 lower bound—Lemire (2009) suggests a mean speedup 
 of about 1.4 based on a tighter bound. 
 These results are reproducible, and testing on 
 more general data sets we obtained similar 
 results (...) (Wang et al. 2013)

BUILD

type "make"

make
./unittesting
./benchmark
./example

Simple code example

See example.cpp.

Other libraries

  • dtwclust is an R Package for Time Series Clustering Along with Optimizations for DTW

lbimproved's People

Contributors

lemire avatar

Watchers

 avatar  avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    🖖 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. 📊📈🎉

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 ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.