l

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"
http://openresearch.cit-ec.de/projects/tcs
The GNU Affero General Public License, Version 3
Benjamin Paaßen
2009 users using contains neighbor algebraic function calculation lmnn more given scheme margin parameters saul custom information adaptive learn cost thesis enables this large dynamic alignment choice data most well algorithm sequential distance programming weinberger question affine module schemes importantly descent nearest implementation sequence classification classifier approach masters user found gradient
Files download
File Operation
learning-3.1.1.jar download
learning-3.1.1.pom download
learning-3.1.1-sources.jar download
Apache Maven 
<dependency>
  <groupId>de.cit-ec.tcs.alignment</groupId>
  <artifactId>learning</artifactId>
  <version>3.1.1</version>
</dependency>
Gradle Groovy 
implementation 'de.cit-ec.tcs.alignment:learning:3.1.1'
Gradle Kotlin 
implementation("de.cit-ec.tcs.alignment:learning:3.1.1")
Scala SBT 
libraryDependencies += "de.cit-ec.tcs.alignment" % "learning" % "3.1.1"
Groovy Grape 
@Grapes(
  @Grab(group='de.cit-ec.tcs.alignment', module='learning', version='3.1.1')
)
Apache Ivy 
<dependency org="de.cit-ec.tcs.alignment" name="learning" rev="3.1.1" />
Leiningen 
[de.cit-ec.tcs.alignment/learning "3.1.1"]
Apache Buildr 
'de.cit-ec.tcs.alignment:learning:jar:3.1.1'
Dependencies 
<parent>
  <groupId>de.cit-ec.tcs</groupId>
  <artifactId>alignment</artifactId>
  <version>3.1.1</version>
</parent>

compile

|-- de.cit-ec.tcs.alignment:algorithms

test

|-- de.cit-ec.tcs.alignment:comparators-lib

|-- de.cit-ec.tcs.alignment:algorithms-lib

|-- de.cit-ec.tcs.alignment:primitives

|-- junit:junit:4.10