TCS Alignment Toolbox Metric Learning

This module is a custom implementation of the Large Margin Nearest Neighbor classification scheme of Weinberger, Saul, et al. (2009). It contains an implementation of the k-nearest neighbor and LMNN classifier as well as (most importantly) gradient calculation schemes on the LMNN cost function given a sequential data set and a user-choice of alignment algorithm. This enables users to learn parameters of the alignment distance in question using a gradient descent on the LMNN cost function. More information on this approach can be found in the Masters Thesis "Adaptive Affine Sequence Alignment Using Algebraic Dynamic Programming"

License	The GNU Affero General Public License, Version 3
GroupId	de.cit-ec.tcs.alignment
ArtifactId	learning
Last Version	3.1.1
Release Date	Oct 26, 2018
Type	jar
Description	TCS Alignment Toolbox Metric Learning This module is a custom implementation of the Large Margin Nearest Neighbor classification scheme of Weinberger, Saul, et al. (2009). It contains an implementation of the k-nearest neighbor and LMNN classifier as well as (most importantly) gradient calculation schemes on the LMNN cost function given a sequential data set and a user-choice of alignment algorithm. This enables users to learn parameters of the alignment distance in question using a gradient descent on the LMNN cost function. More information on this approach can be found in the Masters Thesis "Adaptive Affine Sequence Alignment Using Algebraic Dynamic Programming"
Project URL	http://openresearch.cit-ec.de/projects/tcs
Source Code Management	http://openresearch.cit-ec.de/projects/tcs/repository

Download learning

Filename	Size
learning-3.1.1.pom
learning-3.1.1.jar	22 KB
learning-3.1.1-sources.jar	15 KB
learning-3.1.1-javadoc.jar	88 KB

How to add to project

Apache Maven

<!-- https://jarcasting.com/artifacts/de.cit-ec.tcs.alignment/learning/ -->
<dependency>
    <groupId>de.cit-ec.tcs.alignment</groupId>
    <artifactId>learning</artifactId>
    <version>3.1.1</version>
</dependency>

Gradle Groovy

// https://jarcasting.com/artifacts/de.cit-ec.tcs.alignment/learning/
implementation 'de.cit-ec.tcs.alignment:learning:3.1.1'

Gradle Kotlin

// https://jarcasting.com/artifacts/de.cit-ec.tcs.alignment/learning/
implementation ("de.cit-ec.tcs.alignment:learning:3.1.1")

Apache Buildr

'de.cit-ec.tcs.alignment:learning:jar:3.1.1'

Apache Ivy

<dependency org="de.cit-ec.tcs.alignment" name="learning" rev="3.1.1">
  <artifact name="learning" type="jar" />
</dependency>

Groovy Grape

@Grapes(
@Grab(group='de.cit-ec.tcs.alignment', module='learning', version='3.1.1')
)

Scala SBT

libraryDependencies += "de.cit-ec.tcs.alignment" % "learning" % "3.1.1"

Leiningen

[de.cit-ec.tcs.alignment/learning "3.1.1"]

Dependencies

compile (1)

Group / Artifact	Type	Version
de.cit-ec.tcs.alignment : algorithms	jar	3.1.1

test (4)

Group / Artifact	Type	Version
de.cit-ec.tcs.alignment : comparators-lib	jar	3.1.1
de.cit-ec.tcs.alignment : algorithms-lib	jar	3.1.1
de.cit-ec.tcs.alignment : primitives	jar	3.1.1
junit : junit	jar	4.10

Project Modules

There are no modules declared in this project.

Versions

Version
3.1.1 Oct 26, 2018
3.1.0 May 22, 2018
3.0.1 Dec 6, 2016
3.0.0 Jun 9, 2016
2.1.2 Jul 23, 2015
2.1.1 Jul 16, 2015
2.1.0 Jul 8, 2015