netkit.classifiers.active
Class ComparatorLabeler

java.lang.Object
  netkit.classifiers.active.PickLabelStrategyImp
      netkit.classifiers.active.ComparatorLabeler

All Implemented Interfaces:

PickLabelStrategy, Configurable

public class ComparatorLabeler
extends PickLabelStrategyImp

This class does a comparison between multiple active learning strategies. Currently, the comparisons are hard-coded to compare against greedy truth. It then compares against:

• ERM
• uncertainty
• graphcentrality using weighted closeness (global)
• graphcentrality using closeness (global)
• graphcentrality using weighted betweenness (global)
• graphcentrality using betweenness (global)
• graphcentrality using clustering + closeness
• graphcentrality using clustering + closeness [size rank]
• graphcentrality using clustering + closeness [labeldist rank]
• graphcentrality using clustering + closeness [erm rank]
• graphcentrality using clustering + weighted closeness
• graphcentrality using clustering + weighted closeness [size rank]
• graphcentrality using clustering + weighted closeness [labeldist rank]
• graphcentrality using clustering + weighted closeness [erm rank]

Comparison shows:

1. The rank of the greedy truth node in each of the other strategies (when applicable)
2. The rank of the ERM top node in each of the other strategies (when applicable)
3. The greedy truth rank for the top node in each of the other strategies
4. The ERM rank for the top node in each of the other strategies

Author:

sofmac

Nested Class Summary

Nested classes/interfaces inherited from interface netkit.classifiers.active.PickLabelStrategy

PickLabelStrategy.LabelNode

Field Summary

Fields inherited from class netkit.classifiers.active.PickLabelStrategyImp

iteration, logger

Constructor Summary

ComparatorLabeler()

Method Summary

void	configure(Configuration config)
java.lang.String	getDescription()
java.lang.String	getName()
java.lang.String	getShortName()
void	initialize(NetworkLearner nl, DataSplit split) Initialize the label strategy by providing a reference to the NetworkLeaner object that calls the strategy, thereby giving it access to all information it is likely to need.
protected PickLabelStrategy.LabelNode[]	pickNodes(Estimate predictions, int maxPicks) Maxpicks are ignored.

Methods inherited from class netkit.classifiers.active.PickLabelStrategyImp

getAverageRank, getAverageRank, getDefaultConfiguration, getIterationNum, getNetworkLearner, getNodesToLabel, getRank, getSplit, peek, toString

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, wait, wait, wait

Constructor Detail

ComparatorLabeler

public ComparatorLabeler()

Method Detail

configure

public void configure(Configuration config)

Specified by:

configure in interface Configurable

Overrides:

configure in class PickLabelStrategyImp

initialize

public void initialize(NetworkLearner nl,
                       DataSplit split)

Description copied from interface: PickLabelStrategy

Initialize the label strategy by providing a reference to the NetworkLeaner object that calls the strategy, thereby giving it access to all information it is likely to need. This should re-initialize the strategy if it has any cached values from prior calls.

Specified by:

initialize in interface PickLabelStrategy

Overrides:

initialize in class PickLabelStrategyImp

Parameters:

nl - The NetworkLearner object that will be calling this strategy.

split - The initial train/test split that this will be used on

pickNodes

protected PickLabelStrategy.LabelNode[] pickNodes(Estimate predictions,
                                                  int maxPicks)

Maxpicks are ignored. We ever only look at the top-1 pick from all strategies and only follow the top pick from the

Specified by:

pickNodes in class PickLabelStrategyImp

maxPicks - how many nodes should it pick at maximum (this iteration)

Returns:

An array of Node objects that should receive labels. null is returned if done.

getDescription

public java.lang.String getDescription()

getName

public java.lang.String getName()

getShortName

public java.lang.String getShortName()