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GestureRecognitionToolkit
Version: 0.2.5
The Gesture Recognition Toolkit (GRT) is a cross-platform, open-source, c++ machine learning library for real-time gesture recognition.
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GestureRecognitionToolkit
Version: 0.2.5
The Gesture Recognition Toolkit (GRT) is a cross-platform, open-source, c++ machine learning library for real-time gesture recognition.
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This class provides an interface for classes to register themselves with the regressifier base class, this enables Regression algorithms to be automatically be created from just a string, e.g.: Regressifier *mlp = create( "MLP" );. More...
#include <Regressifier.h>
Public Member Functions | |
| RegisterRegressifierModule (const std::string &newRegresionModuleName) | |
 Public Member Functions inherited from Regressifier | |
| Regressifier (const std::string &id="") | |
| virtual | ~Regressifier (void) |
| virtual bool | deepCopyFrom (const Regressifier *regressifier) |
| bool | copyBaseVariables (const Regressifier *regressifier) |
| virtual bool | reset () override |
| virtual bool | clear () override |
| VectorFloat | getRegressionData () const |
| Vector< MinMax > | getInputRanges () const |
| Vector< MinMax > | getOutputRanges () const |
| Regressifier * | deepCopy () const |
| const Regressifier & | getBaseRegressifier () const |
| Regressifier * | create () const |
| GRT_DEPRECATED_MSG ("createNewInstance is deprecated, use create() instead.", Regressifier *createNewInstance() const ) | |
| GRT_DEPRECATED_MSG ("createInstanceFromString(id) is deprecated, use create(id) instead.", static Regressifier *createInstanceFromString(const std::string &id)) | |
| GRT_DEPRECATED_MSG ("getRegressifierType is deprecated, use getId() instead", std::string getRegressifierType() const ) | |
| Public Member Functions inherited from MLBase | |
| MLBase (const std::string &id="", const BaseType type=BASE_TYPE_NOT_SET) | |
| virtual | ~MLBase (void) |
| bool | copyMLBaseVariables (const MLBase *mlBase) |
| virtual bool | train (ClassificationData trainingData) |
| virtual bool | train_ (ClassificationData &trainingData) |
| virtual bool | train (RegressionData trainingData) |
| virtual bool | train_ (RegressionData &trainingData) |
| virtual bool | train (RegressionData trainingData, RegressionData validationData) |
| virtual bool | train_ (RegressionData &trainingData, RegressionData &validationData) |
| virtual bool | train (TimeSeriesClassificationData trainingData) |
| virtual bool | train_ (TimeSeriesClassificationData &trainingData) |
| virtual bool | train (ClassificationDataStream trainingData) |
| virtual bool | train_ (ClassificationDataStream &trainingData) |
| virtual bool | train (UnlabelledData trainingData) |
| virtual bool | train_ (UnlabelledData &trainingData) |
| virtual bool | train (MatrixFloat data) |
| virtual bool | train_ (MatrixFloat &data) |
| virtual bool | predict (VectorFloat inputVector) |
| virtual bool | predict_ (VectorFloat &inputVector) |
| virtual bool | predict (MatrixFloat inputMatrix) |
| virtual bool | predict_ (MatrixFloat &inputMatrix) |
| virtual bool | map (VectorFloat inputVector) |
| virtual bool | map_ (VectorFloat &inputVector) |
| virtual bool | print () const |
| virtual bool | save (const std::string &filename) const |
| virtual bool | load (const std::string &filename) |
| virtual bool | save (std::fstream &file) const |
| virtual bool | load (std::fstream &file) |
| GRT_DEPRECATED_MSG ("saveModelToFile(std::string filename) is deprecated, use save(const std::string &filename) instead", virtual bool saveModelToFile(const std::string &filename) const ) | |
| GRT_DEPRECATED_MSG ("saveModelToFile(std::fstream &file) is deprecated, use save(std::fstream &file) instead", virtual bool saveModelToFile(std::fstream &file) const ) | |
| GRT_DEPRECATED_MSG ("loadModelFromFile(std::string filename) is deprecated, use load(const std::string &filename) instead", virtual bool loadModelFromFile(const std::string &filename)) | |
| GRT_DEPRECATED_MSG ("loadModelFromFile(std::fstream &file) is deprecated, use load(std::fstream &file) instead", virtual bool loadModelFromFile(std::fstream &file)) | |
| virtual bool | getModel (std::ostream &stream) const |
| virtual std::string | getModelAsString () const |
| DataType | getInputType () const |
| DataType | getOutputType () const |
| BaseType | getType () const |
| UINT | getNumInputFeatures () const |
| UINT | getNumInputDimensions () const |
| UINT | getNumOutputDimensions () const |
| UINT | getMinNumEpochs () const |
| UINT | getMaxNumEpochs () const |
| UINT | getBatchSize () const |
| UINT | getNumRestarts () const |
| UINT | getValidationSetSize () const |
| UINT | getNumTrainingIterationsToConverge () const |
| Float | getMinChange () const |
| Float | getLearningRate () const |
| Float | getRMSTrainingError () const |
| GRT_DEPRECATED_MSG ("getRootMeanSquaredTrainingError() is deprecated, use getRMSTrainingError() instead", Float getRootMeanSquaredTrainingError() const ) | |
| Float | getTotalSquaredTrainingError () const |
| Float | getRMSValidationError () const |
| Float | getValidationSetAccuracy () const |
| VectorFloat | getValidationSetPrecision () const |
| VectorFloat | getValidationSetRecall () const |
| bool | getUseValidationSet () const |
| bool | getRandomiseTrainingOrder () const |
| bool | getTrained () const |
| GRT_DEPRECATED_MSG ("getModelTrained() is deprecated, use getTrained() instead", bool getModelTrained() const ) | |
| bool | getConverged () const |
| bool | getScalingEnabled () const |
| bool | getIsBaseTypeClassifier () const |
| bool | getIsBaseTypeRegressifier () const |
| bool | getIsBaseTypeClusterer () const |
| bool | getTrainingLoggingEnabled () const |
| bool | getTestingLoggingEnabled () const |
| bool | enableScaling (const bool useScaling) |
| bool | setMaxNumEpochs (const UINT maxNumEpochs) |
| bool | setBatchSize (const UINT batchSize) |
| bool | setMinNumEpochs (const UINT minNumEpochs) |
| bool | setNumRestarts (const UINT numRestarts) |
| bool | setMinChange (const Float minChange) |
| bool | setLearningRate (const Float learningRate) |
| bool | setUseValidationSet (const bool useValidationSet) |
| bool | setValidationSetSize (const UINT validationSetSize) |
| bool | setRandomiseTrainingOrder (const bool randomiseTrainingOrder) |
| bool | setTrainingLoggingEnabled (const bool loggingEnabled) |
| bool | setTestingLoggingEnabled (const bool loggingEnabled) |
| bool | registerTrainingResultsObserver (Observer< TrainingResult > &observer) |
| bool | registerTestResultsObserver (Observer< TestInstanceResult > &observer) |
| bool | removeTrainingResultsObserver (const Observer< TrainingResult > &observer) |
| bool | removeTestResultsObserver (const Observer< TestInstanceResult > &observer) |
| bool | removeAllTrainingObservers () |
| bool | removeAllTestObservers () |
| bool | notifyTrainingResultsObservers (const TrainingResult &data) |
| bool | notifyTestResultsObservers (const TestInstanceResult &data) |
| MLBase * | getMLBasePointer () |
| const MLBase * | getMLBasePointer () const |
| Vector< TrainingResult > | getTrainingResults () const |
| Public Member Functions inherited from GRTBase | |
| GRTBase (const std::string &id="") | |
| virtual | ~GRTBase (void) |
| bool | copyGRTBaseVariables (const GRTBase *GRTBase) |
| GRT_DEPRECATED_MSG ("getClassType is deprecated, use getId() instead!", std::string getClassType() const ) | |
| std::string | getId () const |
| std::string | getLastWarningMessage () const |
| std::string | getLastErrorMessage () const |
| std::string | getLastInfoMessage () const |
| bool | setInfoLoggingEnabled (const bool loggingEnabled) |
| bool | setWarningLoggingEnabled (const bool loggingEnabled) |
| bool | setErrorLoggingEnabled (const bool loggingEnabled) |
| bool | setDebugLoggingEnabled (const bool loggingEnabled) |
| GRTBase * | getGRTBasePointer () |
| const GRTBase * | getGRTBasePointer () const |
| Float | scale (const Float &x, const Float &minSource, const Float &maxSource, const Float &minTarget, const Float &maxTarget, const bool constrain=false) |
| Float | SQR (const Float &x) const |
| Public Member Functions inherited from Observer< TrainingResult > | |
| virtual void | notify (const TrainingResult &data) |
| Public Member Functions inherited from Observer< TestInstanceResult > | |
| virtual void | notify (const TestInstanceResult &data) |
Additional Inherited Members | |
| Public Types inherited from Regressifier | |
| typedef std::map< std::string, Regressifier *(*)() > | StringRegressifierMap |
| Public Types inherited from MLBase | |
| enum | BaseType { BASE_TYPE_NOT_SET =0, CLASSIFIER, REGRESSIFIER, CLUSTERER, PRE_PROCSSING, POST_PROCESSING, FEATURE_EXTRACTION, CONTEXT } |
| Static Public Member Functions inherited from Regressifier | |
| static Vector< std::string > | getRegisteredRegressifiers () |
| static Regressifier * | create (const std::string &id) |
| Static Public Member Functions inherited from GRTBase | |
| static std::string | getGRTVersion (bool returnRevision=true) |
| static std::string | getGRTRevison () |
| Protected Member Functions inherited from Regressifier | |
| bool | saveBaseSettingsToFile (std::fstream &file) const |
| bool | loadBaseSettingsFromFile (std::fstream &file) |
| Protected Member Functions inherited from MLBase | |
| bool | saveBaseSettingsToFile (std::fstream &file) const |
| bool | loadBaseSettingsFromFile (std::fstream &file) |
| Static Protected Member Functions inherited from Regressifier | |
| static StringRegressifierMap * | getMap () |
| Protected Attributes inherited from Regressifier | |
| std::string | regressifierType |
| VectorFloat | regressionData |
| Vector< MinMax > | inputVectorRanges |
| Vector< MinMax > | targetVectorRanges |
| Protected Attributes inherited from MLBase | |
| bool | trained |
| bool | useScaling |
| bool | converged |
| DataType | inputType |
| DataType | outputType |
| BaseType | baseType |
| UINT | numInputDimensions |
| UINT | numOutputDimensions |
| UINT | numTrainingIterationsToConverge |
| UINT | minNumEpochs |
| UINT | maxNumEpochs |
| UINT | batchSize |
| UINT | validationSetSize |
| UINT | numRestarts |
| Float | learningRate |
| Float | minChange |
| Float | rmsTrainingError |
| Float | rmsValidationError |
| Float | totalSquaredTrainingError |
| Float | validationSetAccuracy |
| bool | useValidationSet |
| bool | randomiseTrainingOrder |
| VectorFloat | validationSetPrecision |
| VectorFloat | validationSetRecall |
| Random | random |
| Vector< TrainingResult > | trainingResults |
| TrainingResultsObserverManager | trainingResultsObserverManager |
| TestResultsObserverManager | testResultsObserverManager |
| TrainingLog | trainingLog |
| TestingLog | testingLog |
| Protected Attributes inherited from GRTBase | |
| std::string | classId |
| Stores the name of the class (e.g., MinDist) | |
| DebugLog | debugLog |
| ErrorLog | errorLog |
| InfoLog | infoLog |
| WarningLog | warningLog |
This class provides an interface for classes to register themselves with the regressifier base class, this enables Regression algorithms to be automatically be created from just a string, e.g.: Regressifier *mlp = create( "MLP" );.
Definition at line 196 of file Regressifier.h.
1.8.11 
