Class Linear

java.lang.Object

de.bwaldvogel.liblinear.Linear

public class Linear
extends Object

Java port of liblinear

The usage should be pretty similar to the C version of liblinear.

Please consider reading the README file of liblinear.

The port was done by Benedikt Waldvogel (mail at bwaldvogel.de)

Version:

2.44

Constructor Summary

Constructors

Constructor	Description
Linear()

Method Summary

Modifier and Type	Method	Description
static void	crossValidation(Problem prob, Parameter param, int nr_fold, double[] target)
static void	disableDebugOutput()
static void	enableDebugOutput()
static ParameterCSearchResult	find_parameter_C(Problem prob, Parameter param_tmp, double start_C, double max_C, int[] fold_start, int[] perm, Problem[] subprob, int nr_fold)
static ParameterSearchResult	findParameters(Problem prob, Parameter param, int nr_fold, double start_C, double start_p)
static int	getVersion()
static Model	loadModel(File modelFile)	Deprecated. use loadModel(Path) instead
static Model	loadModel(Reader inputReader)	Loads the model from inputReader.
static Model	loadModel(Path modelPath)	Loads the model from the file with ISO-8859-1 charset.
static double	predict(Model model, Feature[] x)
static double	predictProbability(Model model, Feature[] x, double[] prob_estimates)
static double	predictValues(Model model, Feature[] x, double[] dec_values)
static void	resetRandom()	Deprecated. Use Parameter.setRandom(Random) instead
static void	saveModel(File modelFile, Model model)	Deprecated. use saveModel(Path, Model) instead
static void	saveModel(Writer modelOutput, Model model)	Writes the model to the modelOutput.
static void	saveModel(Path modelPath, Model model)	Writes the model to the file with ISO-8859-1 charset.
static void	setDebugOutput(PrintStream debugOutput)
static Model	train(Problem prob, Parameter param)

Methods inherited from class Object

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

Constructor Details

Linear

public Linear()

Method Details

crossValidation

public static void crossValidation(Problem prob,
 Parameter param,
 int nr_fold,
 double[] target)

Parameters:

target - predicted classes

findParameters

public static ParameterSearchResult findParameters(Problem prob,
 Parameter param,
 int nr_fold,
 double start_C,
 double start_p)

loadModel

public static Model loadModel(Reader inputReader)
                       throws IOException

Loads the model from inputReader. It uses Locale.ENGLISH for number formatting.

Note: The inputReader is NOT closed after reading or in case of an exception.

Throws:

IOException

loadModel

public static Model loadModel(File modelFile)
                       throws IOException

Deprecated.

use loadModel(Path) instead

Loads the model from the file with ISO-8859-1 charset. It uses Locale.ENGLISH for number formatting.

Throws:

IOException

loadModel

public static Model loadModel(Path modelPath)
                       throws IOException

Loads the model from the file with ISO-8859-1 charset. It uses Locale.ENGLISH for number formatting.

Throws:

IOException

predict

public static double predict(Model model,
 Feature[] x)

predictProbability

public static double predictProbability(Model model,
 Feature[] x,
 double[] prob_estimates)
                                 throws IllegalArgumentException

Throws:

IllegalArgumentException - if model is not probabilistic (see Model.isProbabilityModel())

predictValues

public static double predictValues(Model model,
 Feature[] x,
 double[] dec_values)

saveModel

public static void saveModel(Writer modelOutput,
 Model model)
                      throws IOException

Writes the model to the modelOutput. It uses Locale.ENGLISH for number formatting.

Note: The modelOutput is closed after reading or in case of an exception.

Throws:

IOException

saveModel

public static void saveModel(File modelFile,
 Model model)
                      throws IOException

Deprecated.

use saveModel(Path, Model) instead

Writes the model to the file with ISO-8859-1 charset. It uses Locale.ENGLISH for number formatting.

Throws:

IOException

saveModel

public static void saveModel(Path modelPath,
 Model model)
                      throws IOException

Writes the model to the file with ISO-8859-1 charset. It uses Locale.ENGLISH for number formatting.

Throws:

IOException

train

public static Model train(Problem prob,
 Parameter param)

Throws:

IllegalArgumentException - if the feature nodes of prob are not sorted in ascending order

find_parameter_C

public static ParameterCSearchResult find_parameter_C(Problem prob,
 Parameter param_tmp,
 double start_C,
 double max_C,
 int[] fold_start,
 int[] perm,
 Problem[] subprob,
 int nr_fold)

disableDebugOutput

public static void disableDebugOutput()

enableDebugOutput

public static void enableDebugOutput()

setDebugOutput

public static void setDebugOutput(PrintStream debugOutput)

getVersion

public static int getVersion()

resetRandom

public static void resetRandom()

Deprecated.

Use Parameter.setRandom(Random) instead

resets the PRNG