|
|||||||||
PREV CLASS NEXT CLASS | FRAMES NO FRAMES | ||||||||
SUMMARY: NESTED | FIELD | CONSTR | METHOD | DETAIL: FIELD | CONSTR | METHOD |
java.lang.ObjectRandomizableClassifier
weka.classifiers.misc.CHIRP
public class CHIRP
CHIRP classifies with a set cover on iterated random projections. For more information, see: CHIRP: A New Classifier Based on Composite Hypercubes on Iterated Random Projections. Proceedings of the ACM KDD 2011.
BibTeX:@inproceedings{Wilkinson:2011:CNC:2020408.2020418, author = {Wilkinson, Leland and Anand, Anushka and Tuan, Dang Nhon}, title = {CHIRP: a new classifier based on composite hypercubes on iterated random projections}, booktitle = {Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining}, series = {KDD '11}, year = {2011}, isbn = {978-1-4503-0813-7}, location = {San Diego, California, USA}, pages = {6--14}, numpages = {9}, url = {http://doi.acm.org/10.1145/2020408.2020418}, doi = {http://doi.acm.org/10.1145/2020408.2020418}, acmid = {2020418}, publisher = {ACM}, address = {New York, NY, USA}, keywords = {random projections, supervised classification}, }Valid options are:
-V Specifies number of voters.
-S Specifies random seed.
-D If set, classifier is run in debug mode and may output additional info to the console
Constructor Summary | |
---|---|
CHIRP()
|
Method Summary | |
---|---|
void |
buildClassifier(Instances trainData)
|
double |
classifyInstance(Instance instance)
|
java.lang.String |
debugTipText()
Returns the tip text for this property |
Capabilities |
getCapabilities()
|
boolean |
getDebug()
Get whether debugging is turned on. |
int |
getNumVoters()
Gets numVoters. |
java.lang.String[] |
getOptions()
Gets the current settings of the Classifier. |
java.lang.String |
getRevision()
Returns the revision string. |
TechnicalInformation |
getTechnicalInformation()
Return the technical information. |
java.lang.String |
globalInfo()
|
java.util.Enumeration |
listOptions()
|
static void |
main(java.lang.String[] argv)
Executes the classifier from command line. |
java.lang.String |
numVotersTipText()
Returns the tip text for this property |
void |
setDebug(boolean debug)
Set debugging mode. |
void |
setNumVoters(int n)
Sets numVoters. |
void |
setOptions(java.lang.String[] options)
|
java.lang.String |
toString()
Output a representation of this classifier |
Methods inherited from class java.lang.Object |
---|
equals, getClass, hashCode, notify, notifyAll, wait, wait, wait |
Constructor Detail |
---|
public CHIRP()
Method Detail |
---|
public java.lang.String globalInfo()
public java.util.Enumeration listOptions()
public Capabilities getCapabilities()
public void setOptions(java.lang.String[] options) throws java.lang.Exception
java.lang.Exception
public void setDebug(boolean debug)
debug
- true if debug output should be printedpublic boolean getDebug()
public java.lang.String debugTipText()
public java.lang.String[] getOptions()
public java.lang.String numVotersTipText()
public int getNumVoters()
public void setNumVoters(int n) throws java.lang.Exception
n
- the new value for numVoters
java.lang.Exception
- if parameter illegalpublic void buildClassifier(Instances trainData) throws java.lang.Exception
java.lang.Exception
public double classifyInstance(Instance instance) throws java.lang.Exception
java.lang.Exception
public java.lang.String toString()
public TechnicalInformation getTechnicalInformation()
public java.lang.String getRevision()
public static void main(java.lang.String[] argv)
argv
- should contain the following arguments: -t training file [-T
test file] [-c class index]
|
|||||||||
PREV CLASS NEXT CLASS | FRAMES NO FRAMES | ||||||||
SUMMARY: NESTED | FIELD | CONSTR | METHOD | DETAIL: FIELD | CONSTR | METHOD |