Table of Contents

Short Version

• Getting started
  • Command-Line Interface
  • The Role of the Configuration File
  • Usage Within Python
  • Next Steps
• Overview
  • Resources
  • Processing
  • Modality
  • Datasets and Operations
• Tutorials
  • Download
  • Installation
  • Using YAML Syntax in pySPACE
  • Processing Benchmark Data - A First Usage Example
  • Feature Selection, Classification using WEKA
  • Empirical Evaluations in Reinforcement Learning with pySPACE and MMLF
  • Analyzing performance results
  • Writing new nodes
  • Process EEG data - Usage of node chains
  • Process EEG data (only) from within a Python session
  • Process EEG data with the Live Environment
  • Setup and build the eegmanager
  • HOWTO: Data Handling
  • A regression tutorial in pySPACE
  • Unit testing
  • Processing with node chains: Tutorials and HowTos
• Frequently Asked Questions and pySPACE Troubleshooting
  • Logging and backend choice
  • Finish the run.launch.py process after crash
  • Process seems to be finished successfully but it does not
  • Operation using LibSVM stops processing after a while
  • Documentation search tool is not showing the expected results
  • Further questions?
• Documentation
  • Generating the Documentation
  • Programmer Guideline to Docstrings
• Directories and Configuration
  • The Data Directory (storage)
  • The Specs Directory
  • Specification Files
• Missions for the User
  • General
  • Nodes
  • Operations
• List of all Nodes
  • Mapping of Class Names to Functionality
  • Mapping of Node Names to Class Names
  • Mapping of Class Names to Node Names
• Example Specification Files
  • Operation Chain Examples
  • Operation Examples
  • Reference node chains for EEG processing
• Glossary
• History of pySPACE
• Publications
  • Journal Publications
  • Conference Publications
  • Other Publications
• License
• Contributor License Agreement
• Citation
• External Licenses
  • MDP
  • Sphinx
  • Relative Margin Machine
  • Other external sources
• Credits
• pySPACE Package
  • pySPACE Package
  • Subpackages Summary
  • Subpackages Tree
• Documentation of External and Wrapped Nodes
  • Scikit Nodes

Detailed Version

• Getting started
  • Command-Line Interface
  • The Role of the Configuration File
  • Usage Within Python
  • Next Steps
• Overview
  • Resources
    • Datasets
      • Example of a FeatureVectorDataset metadata.yaml
    • Summaries
  • Processing
    • Operation Chain
    • Operations and Operation Processes
    • Node Chains and Nodes
    • Specification of the Processing with YAML
  • Modality
    • Backends
    • SubflowHandler
    • Live and Library Usage
  • Datasets and Operations
• Tutorials
  • Download
    • Git
    • Next Steps
  • Installation
    • 1. Downloading
    • 2. Extra packages
    • The User Environment
      • Easy Setup of Environment
      • Customized Setup of Environment
      • The Default Configuration File
    • pySPACE on Windows
      • Terminal usage
      • Writing new nodes
    • Next Steps
  • Using YAML Syntax in pySPACE
    • General Information on YAML
    • Application in the Framework
      • Eval(uate) syntax for Python code to ease specification file writing
      • Usage of YAML in node chain specification files
        • Example Node Chain File
      • Metadata.yaml
        • Example of a FeatureVectorDataset metadata.yaml
  • Processing Benchmark Data - A First Usage Example
    • Before we start
    • Resources
    • First Processing
  • Feature Selection, Classification using WEKA
    • Feature Selection with WEKA
    • Classification with WEKA
  • Empirical Evaluations in Reinforcement Learning with pySPACE and MMLF
  • Analyzing performance results
    • The performance results analysis GUI
  • Writing new nodes
    • Contents of the tutorial
    • pySPACE architecture
      • Naming conventions
      • Finding the Module
      • Finding the Class Name
      • Base Nodes
    • Basic node structure
      • The Main Principle
      • The Processed Data Types - Input and Output
      • General Concept of a Node
      • Integration of Nodes in a node_chain
      • Usage of node chains
      • Visualization of splitter Nodes
    • YAML syntax
      • Exemplary calls
      • Node chain
      • Unit testing
    • Good coding practices
      • PEP8
      • Further Minor Information
  • Process EEG data - Usage of node chains
    • Windowing
    • Processing the data
  • Process EEG data (only) from within a Python session
    • Prerequisites
    • Data Inspection
    • The First Node Chain
    • Running the NodeChain
    • Curious on what you have done?
  • Process EEG data with the Live Environment
    • Preparation
    • Execute the Test for pySPACE-live
  • Setup and build the eegmanager
    • Requirements
    • Building the eegmanager
    • Using the eegmanager
    • Data recording
    • Data streaming
    • Conclusion
  • HOWTO: Data Handling
    • Data Handling for Benchmarking Applications
      • The Summary
      • The Dataset
        • Case of not supported storage format
    • Defining New Types of Data
    • Data Handling for Direct Processing in Applications
  • A regression tutorial in pySPACE
    • Introduction
    • Preparing the data
    • Building the node chain
  • Unit testing
    • The generic_unittest
      • Implementation Example
      • Easy going unit tests by defining the output of the generic unit test
      • Using the script as a command line executable
  • Processing with node chains: Tutorials and HowTos
• Frequently Asked Questions and pySPACE Troubleshooting
  • Logging and backend choice
  • Finish the run.launch.py process after crash
  • Process seems to be finished successfully but it does not
  • Operation using LibSVM stops processing after a while
  • Documentation search tool is not showing the expected results
  • Further questions?
• Documentation
  • Generating the Documentation
  • Programmer Guideline to Docstrings
    • Adding or Changing Software Components - What has to be done in the Documentation?
    • Sphinx
    • reStructuredText essentials
    • Definition of a Docstring format using reStructuredText
    • Useful commands
    • Commons in Python: Python PEP 257
      • One-Line Docstrings
      • Multi-line Docstrings
• Directories and Configuration
  • The Data Directory (storage)
    • An OperationChain Specification File
    • Structure of the Storage Directory
  • The Specs Directory
  • Specification Files
    • Operation Chains
      • Example of an operation chain specification file
    • Operations
      • Examples of operation specification files
    • The Configuration File
• Missions for the User
  • General
  • Nodes
  • Operations
• List of all Nodes
  • Mapping of Class Names to Functionality
    • classification
    • data_selection
    • debug
    • feature_generation
    • feature_selection
    • meta
    • postprocessing
    • preprocessing
    • regression
    • scikit_nodes
    • sink
    • source
    • spatial_filtering
    • splitter
    • type_manipulation
    • visualization
  • Mapping of Node Names to Class Names
  • Mapping of Class Names to Node Names
• Example Specification Files
  • Operation Chain Examples
    • mmlf.yaml
    • weka.yaml
  • Operation Examples
    • bench.yaml
    • classification.yaml
    • mmlf_analysis.yaml
    • mmlf_operation.yaml
    • node_chain.yaml
    • weka_analysis.yaml
    • weka_classification_operation.yaml
    • weka_feature_selection.yaml
    • windower.yaml
  • Reference node chains for EEG processing
    • P300 Reference Node Chain
    • LRP Reference Node Chain
• Glossary
• History of pySPACE
• Publications
  • Journal Publications
  • Conference Publications
  • Other Publications
• License
• Contributor License Agreement
• Citation
• External Licenses
  • MDP
  • Sphinx
  • Relative Margin Machine
  • Other external sources
• Credits
• pySPACE Package
  • pySPACE Package
    • pySPACE API
  • Subpackages Summary
  • Subpackages Tree
    • environments Package
      • environments Package
      • Modules
        • big_bang
          • Module: environments.big_bang
          • Configuration
      • Subpackages Summary
      • Subpackages Tree
        • backends Package
          • backends Package
          • Modules
            • base
              • Module: environments.backends.base
              • Backend
              • create_backend()
            • ll_backend
              • Module: environments.backends.ll_backend
              • Class Summary
              • Classes
                • LoadLevelerBackend
                • LoadLevelerComHandler
                • SubflowStarter
            • ll_runner
              • Module: environments.backends.ll_runner
              • main()
            • ll_subflow_runner
              • Module: environments.backends.ll_subflow_runner
              • main()
            • mpi_backend
              • Module: environments.backends.mpi_backend
              • MpiBackend
            • mpi_runner
              • Module: environments.backends.mpi_runner
              • main()
            • multicore
              • Module: environments.backends.multicore
              • Class Summary
              • Classes
                • MulticoreBackend
                • LocalComHandler
            • serial
              • Module: environments.backends.serial
              • SerialBackend
        • chains Package
          • chains Package
          • Modules
            • node_chain
              • Module: environments.chains.node_chain
              • Class Summary
              • Classes
                • CrashRecoveryException
                • NodeChainException
                • NodeChainExceptionCR
                • NodeChain
                • BenchmarkNodeChain
                • NodeChainFactory
                • SubflowHandler
            • operation_chain
              • Module: environments.chains.operation_chain
              • OperationChain
              • create_operation_chain()
        • live Package
          • live Package
          • Modules
            • adaptation
              • Module: environments.live.adaptation
              • LiveAdaptor
            • eeg_stream_manager
              • Module: environments.live.eeg_stream_manager
              • LiveEegStreamManager
            • online_utilities
              • Module: environments.live.online_utilities
              • Function Summary
              • Functions
                • start_logging_server()
                • stop_logging_server()
            • prediction
              • Module: environments.live.prediction
              • Class Summary
              • Classes
                • SimpleResultCollection
                • ConfusionMatrix
                • Predictor
            • recorder
              • Module: environments.live.recorder
              • Recorder
            • trainer
              • Module: environments.live.trainer
              • LiveTrainer
          • Subpackages Summary
          • Subpackages Tree
            • communication Package
              • communication Package
              • Modules
                • adrf_messenger
                  • Module: environments.live.communication.adrf_messenger
                  • AdrfMessenger
                • log_messenger
                  • Module: environments.live.communication.log_messenger
                  • LogMessenger
                • messenger
                  • Module: environments.live.communication.messenger
                  • Messenger
                • socket_messenger
                  • Module: environments.live.communication.socket_messenger
                  • SocketMessenger
    • missions Package
      • missions Package
      • Subpackages Summary
      • Subpackages Tree
        • nodes Package
          • nodes Package
            • The (Node Class) - (Configuration File) - (Node Name) Mapping
          • Modules
            • base_node
              • Module: missions.nodes.base_node
              • Class Summary
              • Classes
                • NodeException
                • InconsistentDimException
                • TrainingException
                • TrainingFinishedException
                • IsNotTrainableException
                • NodeMetaclass
                • BaseNode
            • decorators
              • Module: missions.nodes.decorators
              • Class Summary
              • Classes
                • ParameterDecorator
                • AddedParameterDecorator
                • QMixin
                • ChoiceParameter
                • BooleanParameter
                • PChoiceParameter
                • NormalParameter
                • UniformParameter
                • QNormalParameter
                • QUniformParameter
                • LogNormalParameter
                • LogUniformParameter
                • QLogNormalParameter
                • QLogUniformParameter
                • NoOptimizationParameter
            • pySPACE.missions.nodes.external
            • scikit_nodes
              • Module: missions.nodes.scikit_nodes
              • Class Summary
              • Function Summary
              • Class
              • ScikitException
              • Functions
                • apply_to_scikit_algorithms()
                • wrap_scikit_classifier()
                • wrap_scikit_transformer()
                • wrap_scikit_predictor()
                • print_public_members()
                • wrap_scikit_algorithms()
            • templates
              • Module: missions.nodes.templates
              • Class Summary
              • Classes
                • SimpleDataTransformationTemplateNode
                • TrainableAlgorithmTemplateNode
                • SpecialPurposeFunctionsTemplate
                • SimpleSourceTemplateNode
                • SimpleSinkTemplateNode
          • Subpackages Summary
          • Subpackages Tree
            • classification Package
              • classification Package
              • Modules
                • adaptive_threshold_classifier
                  • Module: missions.nodes.classification.adaptive_threshold_classifier
                  • Class Summary
                  • Classes
                    • AdaptiveThresholdPreprocessingNode
                    • AdaptiveThresholdClassifierNode
                • base
                  • Module: missions.nodes.classification.base
                  • Class Summary
                  • Classes
                    • RegularizedClassifierBase
                    • TimeoutException
                • discriminant_analysis_classifier
                  • Module: missions.nodes.classification.discriminant_analysis_classifier
                  • Class Summary
                  • Classes
                    • DiscriminantAnalysisClassifierBase
                    • LinearDiscriminantAnalysisClassifierNode
                    • QuadraticDiscriminantAnalysisClassifierNode
                • ensemble
                  • Module: missions.nodes.classification.ensemble
                  • Class Summary
                  • Classes
                    • ProbVotingGatingNode
                    • LabelVotingGatingNode
                    • PrecisionWeightedGatingNode
                    • ChampionGatingNode
                    • RidgeRegressionGatingNode
                    • KNNGatingNode
                • linear_classifier
                  • Module: missions.nodes.classification.linear_classifier
                  • Class Summary
                  • Classes
                    • FDAClassifierNode
                    • BayesianLinearDiscriminantAnalysisClassifierNode
                • one_class
                  • Module: missions.nodes.classification.one_class
                  • Class Summary
                  • Classes
                    • OneClassClassifierBase
                    • LibsvmOneClassNode
                • random_classifier
                  • Module: missions.nodes.classification.random_classifier
                  • RandomClassifierNode
              • Subpackages Summary
              • Subpackages Tree
                • svm_variants Package
                  • svm_variants Package
                  • Modules
                    • ORMM
                      • Module: missions.nodes.classification.svm_variants.ORMM
                      • Class Summary
                      • Classes
                        • OcRmmNode
                        • OcRmmPerceptronNode
                        • L2OcRmmPerceptronNode
                        • SvddPassiveAggressiveNode
                        • UnaryPA0Node
                        • UnaryPA1Node
                        • UnaryPA2Node
                    • SOR
                      • Module: missions.nodes.classification.svm_variants.SOR
                      • SorSvmNode
                    • brmm
                      • Module: missions.nodes.classification.svm_variants.brmm
                      • Class Summary
                      • Classes
                        • RMM2Node
                        • RMM1ClassifierNode
                        • SVR2BRMMNode
                        • RMMClassifierMatlabNode
                        • RmmPerceptronNode
                    • external
                      • Module: missions.nodes.classification.svm_variants.external
                      • Class Summary
                      • Classes
                        • LibSVMClassifierNode
                        • LiblinearClassifierNode
            • data_selection Package
              • data_selection Package
              • Modules
                • filter_windows
                  • Module: missions.nodes.data_selection.filter_windows
                  • Class Summary
                  • Classes
                    • FilterGenerator
                    • FilterWindowsNode
                • instance_selection
                  • Module: missions.nodes.data_selection.instance_selection
                  • Class Summary
                  • Classes
                    • InstanceSelectionNode
                    • ReduceOverrepresentedClassNode
            • debug Package
              • debug Package
              • Modules
                • exchange_data
                  • Module: missions.nodes.debug.exchange_data
                  • ExchangeDataNode
                • print_data
                  • Module: missions.nodes.debug.print_data
                  • Class Summary
                  • Classes
                    • PrintDataNode
                    • EstimateBandwidthNode
                • sleep
                  • Module: missions.nodes.debug.sleep
                  • SleepNode
                • subflow_timing_node
                  • Module: missions.nodes.debug.subflow_timing_node
                  • SubflowTimingNode
            • feature_generation Package
              • feature_generation Package
              • Modules
                • correlation_features
                  • Module: missions.nodes.feature_generation.correlation_features
                  • Class Summary
                  • Classes
                    • StatisticalFeatureNode
                    • PearsonCorrelationFeatureNode
                    • ClassAverageCorrelationFeatureNode
                    • CoherenceFeatureNode
                • frequency_features
                  • Module: missions.nodes.feature_generation.frequency_features
                  • Class Summary
                  • Classes
                    • STFTFeaturesNode
                    • FrequencyBandFeatureNode
                • time_domain_features
                  • Module: missions.nodes.feature_generation.time_domain_features
                  • Class Summary
                  • Classes
                    • TimeDomainFeaturesNode
                    • CustomChannelWiseFeatureNode
                    • TimeDomainDifferenceFeatureNode
                    • SimpleDifferentiationFeatureNode
                    • LocalStraightLineFeatureNode
                • wavelet
                  • Module: missions.nodes.feature_generation.wavelet
                  • PywtWaveletNode
            • feature_selection Package
              • feature_selection Package
              • Modules
                • feature_filter
                  • Module: missions.nodes.feature_selection.feature_filter
                  • FeatureNameFilterNode
                • mlpy_wrapper_nodes
                  • Module: missions.nodes.feature_selection.mlpy_wrapper_nodes
                  • MLPYFeatureSelectionWrapper
                • random_feature_selection
                  • Module: missions.nodes.feature_selection.random_feature_selection
                  • RandomFeatureSelectionNode
                • relief
                  • Module: missions.nodes.feature_selection.relief
                  • ReliefFeatureSelectionNode
            • meta Package
              • meta Package
              • Modules
                • classifier_wrapper
                  • Module: missions.nodes.meta.classifier_wrapper
                  • Class Summary
                  • Classes
                    • SplitClassifierLayerNode
                    • SVMComplexityLayerNode
                • consume_training_data
                  • Module: missions.nodes.meta.consume_training_data
                  • ConsumeTrainingDataNode
                • flow_node
                  • Module: missions.nodes.meta.flow_node
                  • Class Summary
                  • Classes
                    • FlowNode
                    • UnsupervisedRetrainingFlowNode
                    • BatchAdaptSubflowNode
                    • BacktransformationNode
                • parameter_optimization
                  • Module: missions.nodes.meta.parameter_optimization
                  • Class Summary
                  • Classes
                    • ParameterOptimizationBase
                    • GridSearchNode
                    • PatternSearchNode
                • same_input_layer
                  • Module: missions.nodes.meta.same_input_layer
                  • Class Summary
                  • Classes
                    • SameInputLayerNode
                    • EnsembleNotFoundException
                    • ClassificationFlowsLoaderNode
                    • MultiClassLayerNode
                • stream_windowing
                  • Module: missions.nodes.meta.stream_windowing
                  • StreamWindowingNode
            • postprocessing Package
              • postprocessing Package
              • Modules
                • compression
                  • Module: missions.nodes.postprocessing.compression
                  • RandomFeatureCompressionNode
                • feature_normalization
                  • Module: missions.nodes.postprocessing.feature_normalization
                  • Class Summary
                  • Classes
                    • InconsistentFeatureVectorsException
                    • FeatureNormalizationNode
                    • OutlierFeatureNormalizationNode
                    • GaussianFeatureNormalizationNode
                    • HistogramFeatureNormalizationNode
                    • EuclideanFeatureNormalizationNode
                    • InfinityNormFeatureNormalizationNode
                • score_transformation
                  • Module: missions.nodes.postprocessing.score_transformation
                  • Class Summary
                  • Classes
                    • EmptyBinException
                    • PlattsSigmoidFitNode
                    • SigmoidTransformationNode
                    • LinearTransformationNode
                    • LinearFitNode
                • threshold_optimization
                  • Module: missions.nodes.postprocessing.threshold_optimization
                  • ThresholdOptimizationNode
            • preprocessing Package
              • preprocessing Package
              • Modules
                • clip
                  • Module: missions.nodes.preprocessing.clip
                  • ClipNode
                • differentiation
                  • Module: missions.nodes.preprocessing.differentiation
                  • Class Summary
                  • Classes
                    • Simple2DifferentiationNode
                    • Simple5DifferentiationNode
                • filtering
                  • Module: missions.nodes.preprocessing.filtering
                  • Class Summary
                  • Classes
                    • SimpleLowPassFilterNode
                    • HighPassFilterNode
                    • FFTBandPassFilterNode
                    • FIRFilterNode
                    • IIRFilterNode
                    • VarianceFilterNode
                    • TkeoNode
                • normalization
                  • Module: missions.nodes.preprocessing.normalization
                  • Class Summary
                  • Function Summary
                  • Classes
                    • DetrendingNode
                    • LocalStandardizationNode
                    • MaximumStandardizationNode
                    • MemoryStandardizationNode
                    • DevariancingNode
                    • SubsetNormalizationNode
                    • EuclideanNormalizationNode
                    • DcRemovalNode
                  • Function
                  • check_zero_division()
                • reorder_memory
                  • Module: missions.nodes.preprocessing.reorder_memory
                  • ReorderMemoryNode
                • subsampling
                  • Module: missions.nodes.preprocessing.subsampling
                  • Class Summary
                  • Function Summary
                  • Classes
                    • SubsamplingNode
                    • FFTResamplingNode
                    • DownsamplingNode
                    • DecimationBase
                    • DecimationIIRNode
                    • DecimationFIRNode
                  • Function
                  • gcd()
                • window_func
                  • Module: missions.nodes.preprocessing.window_func
                  • Class Summary
                  • Classes
                    • InvalidWindowException
                    • WindowFuncNode
                    • ScaleNode
            • regression Package
              • regression Package
              • Modules
                • scikit_decorators
                  • Module: missions.nodes.regression.scikit_decorators
                  • OptSVRRegressorSklearnNode
            • sink Package
              • sink Package
              • Modules
                • analyzer_sink
                  • Module: missions.nodes.sink.analyzer_sink
                  • Class Summary
                  • Classes
                    • AnalyzerCollection
                    • AnalyzerSinkNode
                • classification_performance_sink
                  • Module: missions.nodes.sink.classification_performance_sink
                  • Class Summary
                  • Classes
                    • PerformanceSinkNode
                    • LeaveOneOutSinkNode
                    • SlidingWindowSinkNode
                • feature_vector_sink
                  • Module: missions.nodes.sink.feature_vector_sink
                  • FeatureVectorSinkNode
                • nil_sink
                  • Module: missions.nodes.sink.nil_sink
                  • Class Summary
                  • Classes
                    • NilSinkNode
                    • OnlyTrainSinkNode
                • prediction_vector_sink
                  • Module: missions.nodes.sink.prediction_vector_sink
                  • PredictionVectorSinkNode
                • ssnr_sink
                  • Module: missions.nodes.sink.ssnr_sink
                  • Class Summary
                  • Classes
                    • SSNR
                    • SSNRSinkNode
                • time_series_sink
                  • Module: missions.nodes.sink.time_series_sink
                  • TimeSeriesSinkNode
            • source Package
              • source Package
              • Modules
                • external_generator_source
                  • Module: missions.nodes.source.external_generator_source
                  • ExternalGeneratorSourceNode
                • feature_vector_source
                  • Module: missions.nodes.source.feature_vector_source
                  • FeatureVectorSourceNode
                • prediction_vector_source
                  • Module: missions.nodes.source.prediction_vector_source
                  • PredictionVectorSourceNode
                • random_time_series_source
                  • Module: missions.nodes.source.random_time_series_source
                  • RandomTimeSeriesSourceNode
                • test_source_nodes
                  • Module: missions.nodes.source.test_source_nodes
                  • Class Summary
                  • Classes
                    • SimpleTimeSeriesSourceNode
                    • DataGenerationTimeSeriesSourceNode
                • time_series_source
                  • Module: missions.nodes.source.time_series_source
                  • Class Summary
                  • Classes
                    • TimeSeriesSourceNode
                    • Stream2TimeSeriesSourceNode
                    • TimeSeries2TimeSeriesSourceNode
            • spatial_filtering Package
              • spatial_filtering Package
              • Modules
                • channel_difference
                  • Module: missions.nodes.spatial_filtering.channel_difference
                  • HemisphereDifferenceNode
                • channel_selection
                  • Module: missions.nodes.spatial_filtering.channel_selection
                  • Class Summary
                  • Classes
                    • ChannelNameSelectorNode
                    • ConstantChannelCleanupNode
                • csp
                  • Module: missions.nodes.spatial_filtering.csp
                  • CSPNode
                • fda
                  • Module: missions.nodes.spatial_filtering.fda
                  • FDAFilterNode
                • ica
                  • Module: missions.nodes.spatial_filtering.ica
                  • ICAWrapperNode
                • pca
                  • Module: missions.nodes.spatial_filtering.pca
                  • PCAWrapperNode
                • rereferencing
                  • Module: missions.nodes.spatial_filtering.rereferencing
                  • Class Summary
                  • Classes
                    • InvalidWindowException
                    • LaplacianReferenceNode
                    • AverageReferenceNode
                • sensor_selection
                  • Module: missions.nodes.spatial_filtering.sensor_selection
                  • Class Summary
                  • Function Summary
                  • Classes
                    • SensorSelectionBase
                    • SensorSelectionRankingNode
                    • SensorSelectionSSNRNode
                    • PerformanceRanker
                    • RemoveOnePerformanceRanker
                    • AddOnePerformanceRanker
                    • CoefficientRanker
                    • EvolutionaryAlgorithm
                    • RecursiveBackwardElimination
                  • Function
                  • evaluate_sensor_selection()
                • spatial_filtering
                  • Module: missions.nodes.spatial_filtering.spatial_filtering
                  • SpatialFilteringNode
                • xdawn
                  • Module: missions.nodes.spatial_filtering.xdawn
                  • Class Summary
                  • Classes
                    • XDAWNNode
                    • SparseXDAWNNode
                    • AXDAWNNode
            • splitter Package
              • splitter Package
                • Visualization of splitter Nodes
              • Modules
                • all_train_splitter
                  • Module: missions.nodes.splitter.all_train_splitter
                  • AllTrainSplitterNode
                • cv_splitter
                  • Module: missions.nodes.splitter.cv_splitter
                  • CrossValidationSplitterNode
                • traintest_splitter
                  • Module: missions.nodes.splitter.traintest_splitter
                  • TrainTestSplitterNode
                • transfer_splitter
                  • Module: missions.nodes.splitter.transfer_splitter
                  • TransferSplitterNode
            • type_manipulation Package
              • type_manipulation Package
              • Modules
                • change_attributes
                  • Module: missions.nodes.type_manipulation.change_attributes
                  • ChangeTimeSeriesAttributesNode
                • float_conversion
                  • Module: missions.nodes.type_manipulation.float_conversion
                  • Class Summary
                  • Classes
                    • Int2FloatNode
                    • NaN2NumberNode
                • marker_to_mux_channel
                  • Module: missions.nodes.type_manipulation.marker_to_mux_channel
                  • MarkerToMuxChannelNode
                • type_conversion
                  • Module: missions.nodes.type_manipulation.type_conversion
                  • Class Summary
                  • Function Summary
                  • Classes
                    • Prediction2FeaturesNode
                    • Features2PredictionNode
                    • FeatureVector2TimeSeriesNode
                    • Feature2MonoTimeSeriesNode
                    • MonoTimeSeries2FeatureNode
                    • CastDatatypeNode
                  • Function
                  • uniquify_list()
            • visualization Package
              • visualization Package
              • Modules
                • average_and_feature_vis
                  • Module: missions.nodes.visualization.average_and_feature_vis
                  • AverageFeatureVisNode
                  • convert_feature_vector_to_time_series()
                • base
                  • Module: missions.nodes.visualization.base
                  • VisualizationBase
                • eeg_visualization
                  • Module: missions.nodes.visualization.eeg_visualization
                  • ElectrodeCoordinationPlotNode
                • feature_vector_vis
                  • Module: missions.nodes.visualization.feature_vector_vis
                  • Class Summary
                  • Classes
                    • LLEVisNode
                    • MnistVizNode
                • time_series_vis
                  • Module: missions.nodes.visualization.time_series_vis
                  • Class Summary
                  • Classes
                    • TimeSeriesPlotNode
                    • SpectrumPlotNode
                    • ScatterPlotNode
                    • HistogramPlotNode
        • operations Package
          • operations Package
            • Naming Conventions
            • Documentation Conventions
            • Programming your own Operation
          • Modules
            • analysis
              • Module: missions.operations.analysis
              • Class Summary
              • Classes
                • AnalysisOperation
                • AnalysisProcess
            • base
              • Module: missions.operations.base
                • Standard Specification File Parameters
                  • type
                  • input_path
                  • storage_format
                  • hide_parameters
                  • runs
                  • backend
                  • others
              • Class Summary
              • Function Summary
              • Classes
                • Operation
                • Process
              • Functions
                • create_operation_from_file()
                • create_operation()
            • comp_analysis
              • Module: missions.operations.comp_analysis
              • Class Summary
              • Classes
                • CompAnalysisOperation
                • CompAnalysisProcess
            • concatenate
              • Module: missions.operations.concatenate
                • Specification file Parameters
                  • type
                  • name_pattern
                  • dataset_constraints
                  • change_time
                • Exemplary Call
                • Example dataset_constraints
                • Application Examples
                  • Run123 versus Run45
              • Class Summary
              • Classes
                • ConcatenateOperation
                • ConcatenateProcess
            • generic
              • Module: missions.operations.generic
                • Specification file Parameters
                  • type
                  • code
                  • configuration_template
                  • parameter_ranges
                  • parameter_setting
                  • constraints
                • Exemplary Call
              • Class Summary
              • Classes
                • GenericOperation
                • GenericProcess
            • merge
              • Module: missions.operations.merge
                • Specification file Parameters
                  • type
                  • input_path
                  • name_pattern
                  • reverse
                  • set_flag
                  • collection_constraints
                • Exemplary Call
              • Class Summary
              • Classes
                • MergeOperation
                • MergeProcess
            • mmlf
              • Module: missions.operations.mmlf
              • Class Summary
              • Classes
                • MmlfOperation
                • MMLFProcess
            • node_chain
              • Module: missions.operations.node_chain
                • Specification file Parameters
                  • type
                  • input_path
                  • templates
                  • node_chain
                  • runs
                  • parameter_ranges
                  • parameter_setting
                  • constraints
                  • old_parameter_constraints
                  • hide_parameters
                  • storage_format
                  • store_node_chain
                  • compression
                • Exemplary Call
              • Class Summary
              • Classes
                • NodeChainOperation
                • NodeChainProcess
            • shuffle
              • Module: missions.operations.shuffle
                • Specification file Parameters
                  • type
                  • input_path
                  • dataset_constraints
                • Exemplary Call
              • Class Summary
              • Classes
                • ShuffleOperation
                • ShuffleProcess
            • statistic
              • Module: missions.operations.statistic
                • Specification file Parameters
                  • type
                  • metric
                  • parameter
                  • filter
                  • average
                  • input_collection
                  • related_parameters
                • Exemplary Call
              • Class Summary
              • Classes
                • StatisticOperation
                • StatisticProcess
            • weka_classification
              • Module: missions.operations.weka_classification
              • Class Summary
              • Classes
                • WekaClassificationOperation
                • WEKAClassificationProcess
            • weka_filter
              • Module: missions.operations.weka_filter
              • Class Summary
              • Classes
                • WekaFilterOperation
                • WEKAFilterProcess
        • support Package
          • support Package
          • Modules
            • WindowerInterface
              • Module: missions.support.WindowerInterface
              • AbstractStreamReader
            • windower
              • Module: missions.support.windower
              • Class Summary
              • Classes
                • Windower
                • SlidingWindower
                • MarkerWindower
                • MarkerWindowerException
                • LabeledWindowDef
                • ExcludeDef
                • IncludeDef
                • RingBuffer
                • RingBufferFull
                • WindowFactory
          • Subpackages Summary
          • Subpackages Tree
            • CPP Package
              • CPP Package
              • Subpackages Summary
              • Subpackages Tree
                • variance_tools Package
                  • variance_tools Package
                  • Modules
                    • pySPACE.missions.support.CPP.variance_tools.setup
    • resources Package
      • resources Package
      • Subpackages Summary
      • Subpackages Tree
        • data_types Package
          • data_types Package
          • Modules
            • base
              • Module: resources.data_types.base
              • BaseData
            • feature_vector
              • Module: resources.data_types.feature_vector
              • FeatureVector
            • prediction_vector
              • Module: resources.data_types.prediction_vector
              • PredictionVector
            • time_series
              • Module: resources.data_types.time_series
              • TimeSeries
        • dataset_defs Package
          • dataset_defs Package
          • Modules
            • base
              • Module: resources.dataset_defs.base
              • Class Summary
              • Classes
                • UnknownDatasetTypeException
                • BaseDataset
            • dummy
              • Module: resources.dataset_defs.dummy
              • DummyDataset
            • feature_vector
              • Module: resources.dataset_defs.feature_vector
              • FeatureVectorDataset
            • metric
              • Module: resources.dataset_defs.metric
              • Class Summary
              • Classes
                • metricdict
                • BinaryClassificationDataset
                • MultinomialClassificationDataset
                • RegressionDataset
            • performance_result
              • Module: resources.dataset_defs.performance_result
              • Class Summary
              • Classes
                • PerformanceResultSummary
                • ROCCurves
            • prediction_vector
              • Module: resources.dataset_defs.prediction_vector
              • PredictionVectorDataset
            • stream
              • Module: resources.dataset_defs.stream
              • Class Summary
              • Function Summary
              • Classes
                • StreamDataset
                • CsvReader
                • EDFReader
                • SETReader
                • EEGReader
              • Functions
                • parse_float()
                • get_csv_handler()
            • time_series
              • Module: resources.dataset_defs.time_series
              • Class Summary
              • Classes
                • TimeSeriesDataset
                • TimeSeriesClient
    • run Package
      • run Package
      • Modules
        • launch
          • Module: run.launch
          • Class Summary
          • Function Summary
          • Class
          • LaunchParser
          • Functions
            • run_operation()
            • run_operation_chain()
            • main()
        • launch_live
          • Module: run.launch_live
          • Class Summary
          • Function Summary
          • Class
          • LiveController
          • Functions
            • parse_arguments()
            • read_parameter_file()
            • create_and_start_rpc_server()
            • create_backup()
      • Subpackages Summary
      • Subpackages Tree
        • gui Package
          • gui Package
          • Modules
            • general_gui
              • Module: run.gui.general_gui
              • Class Summary
              • Classes
                • PySpaceGui
                • ControlWidget
                • OperationConfigurationPopup
                • QtStreamHandler
                • LogViewer
            • node_chain_GUI
              • Module: run.gui.node_chain_GUI
              • Class Summary
              • Classes
                • ConfDialog
                • NodeChainConfigurationWidget
            • performance_results_analysis
              • Module: run.gui.performance_results_analysis
              • Class Summary
              • Classes
                • ProjectionPopup
                • PerformanceResultsAnalysisWidget
                • PerformanceResultsAnalysisMainWindow
        • scripts Package
          • scripts Package
          • Modules
            • csv_merge
              • Module: run.scripts.csv_merge
              • main()
            • mandelbrot_set
              • Module: run.scripts.mandelbrot_set
              • Function Summary
              • Functions
                • process()
                • consolidate()
            • md_creator
              • Module: run.scripts.md_creator
              • Function Summary
              • Functions
                • main()
                • get_numerical_user_input()
                • get_user_input()
                • parse_list()
                • check_delimiter()
                • generate_meta_data()
                • write_md_file()
                • give_info()
            • pySPACE.run.scripts.postprocess_results_arff
            • pySPACE.run.scripts.preview_results
            • pySPACE.run.scripts.resubmit_process
          • Subpackages Summary
          • Subpackages Tree
            • node_chain_scripts Package
              • node_chain_scripts Package
              • Modules
                • pySPACE.run.scripts.node_chain_scripts.generate_random_arff
    • tests Package
      • tests Package
      • Modules
        • HTMLTestRunner
          • Module: tests.HTMLTestRunner
            • License
          • Class Summary
          • Classes
            • OutputRedirector
            • Template_mixin
            • HTMLTestRunner
            • TestProgram
        • check_unittests
          • Module: tests.check_unittests
          • Function Summary
          • Functions
            • existing_test()
            • get_class()
        • generic_unittest
          • Module: tests.generic_unittest
          • Class Summary
          • Function Summary
          • Classes
            • ParametrizedTestCase
            • OutputTestCase
            • InputOutputTestCase
            • GenericTestCase
          • Functions
            • single_node_testing()
            • multiple_node_testing()
        • run_unittests
          • Module: tests.run_unittests
          • SpecificUnittestSuite
      • Subpackages Summary
      • Subpackages Tree
        • unittests Package
          • unittests Package
          • Modules
            • test_node_chain_factory
              • Module: tests.unittests.test_node_chain_factory
              • NodeChainFactoryTestCase
          • Subpackages Summary
          • Subpackages Tree
            • data_types Package
              • data_types Package
              • Modules
                • test_base
                  • Module: tests.unittests.data_types.test_base
                  • BaseDataTestCase
                • test_feature_vector
                  • Module: tests.unittests.data_types.test_feature_vector
                  • FeatureVectorTestCase
                • test_prediction_vector
                  • Module: tests.unittests.data_types.test_prediction_vector
                  • PredictionVectorTestCase
                • test_time_series
                  • Module: tests.unittests.data_types.test_time_series
                  • TimeSeriesTestCase
            • nodes Package
              • nodes Package
              • Subpackages Summary
              • Subpackages Tree
                • classification Package
                  • classification Package
                  • Modules
                    • test_linear_classifier
                      • Module: tests.unittests.nodes.classification.test_linear_classifier
                      • FDAClassifierTestCase
                • feature_generation Package
                  • feature_generation Package
                  • Modules
                    • test_time_domain_features
                      • Module: tests.unittests.nodes.feature_generation.test_time_domain_features
                      • Class Summary
                      • Classes
                        • TimeDomainFeaturesTestCase
                        • TimeDomainDifferenceFeatureTestCase
                        • SimpleDifferentiationFeature
                        • LocalStraightLineFeature
                • feature_selection Package
                  • feature_selection Package
                  • Modules
                    • test_feature_filter
                      • Module: tests.unittests.nodes.feature_selection.test_feature_filter
                      • FeatureNameFilterTestCase
                • meta Package
                  • meta Package
                • postprocessing Package
                  • postprocessing Package
                  • Modules
                    • test_feature_normalization
                      • Module: tests.unittests.nodes.postprocessing.test_feature_normalization
                      • Class Summary
                      • Classes
                        • GaussianFeatureNormalizationTestCase
                        • HistogramFeatureNormalizationTestCase
                        • EuclideanFeatureNormalizationTestCase
                        • InfinityNormFeatureVisualizationTestCase
                        • OutlierFeatureNormalizationTestCase
                    • pySPACE.tests.unittests.nodes.postprocessing.test_threshold_optimization
                • preprocessing Package
                  • preprocessing Package
                  • Modules
                    • test_filtering
                      • Module: tests.unittests.nodes.preprocessing.test_filtering
                      • Class Summary
                      • Function Summary
                      • Classes
                        • SimpleLowPassFilterTestCase
                        • FFTBandPassFilterTestCase
                        • FIRFilterTestCase
                      • Functions
                        • mfreqz()
                        • plot_freqz_response()
                        • plot_freqz_response_lin()
                        • plot_phase_response()
                        • plot_kernel()
                        • plot_time_series_response()
                        • impz()
                        • plot_fir_filter()
                    • test_normalization
                      • Module: tests.unittests.nodes.preprocessing.test_normalization
                      • Class Summary
                      • Classes
                        • DetrendingTestCase
                        • LocalStandardizationTestCase
                        • MaximumStandardizationTestCase
                        • MemoryStandardizationTestCase
                        • DevariancingTestCase
                        • SubsetNormalizationTestCase
                        • EuclideanNormalizationTestCase
                    • test_reorder_memory
                      • Module: tests.unittests.nodes.preprocessing.test_reorder_memory
                      • ReorderMemoryTestCase
                    • test_subsampling
                      • Module: tests.unittests.nodes.preprocessing.test_subsampling
                      • Class Summary
                      • Classes
                        • SubsamplingTestCase
                        • DecimationNodeTestCase
                        • DownsamplingNodeTestCase
                    • test_window_func
                      • Module: tests.unittests.nodes.preprocessing.test_window_func
                      • WindowFuncTestCase
                • sink Package
                  • sink Package
                  • Modules
                    • test_time_series_sink
                      • Module: tests.unittests.nodes.sink.test_time_series_sink
                      • TimeSeriesSinkTestCase
                • spatial_filtering Package
                  • spatial_filtering Package
                  • Modules
                    • test_channel_selection
                      • Module: tests.unittests.nodes.spatial_filtering.test_channel_selection
                      • ChannelNameSelectorTestCase
                    • test_csp
                      • Module: tests.unittests.nodes.spatial_filtering.test_csp
                      • CSPNodeCase
                    • test_fda
                      • Module: tests.unittests.nodes.spatial_filtering.test_fda
                      • FDAFilterTestCase
                    • test_rereferencing
                      • Module: tests.unittests.nodes.spatial_filtering.test_rereferencing
                      • LaplacianReferenceTestCase
                    • test_xdawn
                      • Module: tests.unittests.nodes.spatial_filtering.test_xdawn
                      • XDAWNTestCase
                • splitter Package
                  • splitter Package
                  • Modules
                    • test_all_train_splitter
                      • Module: tests.unittests.nodes.splitter.test_all_train_splitter
                      • AllTrainSplitterTestCase
                    • test_cv_splitter
                      • Module: tests.unittests.nodes.splitter.test_cv_splitter
                      • CrossValidationSplitterTestCase
                    • test_traintest_splitter
                      • Module: tests.unittests.nodes.splitter.test_traintest_splitter
                      • TrainTestSplitterTestCase
                • type_manipulation Package
                  • type_manipulation Package
                  • Modules
                    • test_type_conversion
                      • Module: tests.unittests.nodes.type_manipulation.test_type_conversion
                      • Class Summary
                      • Classes
                        • FeatureVector2TimeSeriesTestCase
                        • Prediction2FeaturesTestCase
                        • Features2PredictionTestCase
                        • Feature2MonoTimeSeriesTestCase
                        • MonoTimeSeries2FeatureTestCase
        • utils Package
          • utils Package
          • Subpackages Summary
          • Subpackages Tree
            • data Package
              • data Package
              • Modules
                • test_data_generation
                  • Module: tests.utils.data.test_data_generation
                  • Class Summary
                  • Classes
                    • DataGenerator
                    • Zero
                    • One
                    • Constant
                    • Counter
                    • Channel
                    • TimePoint
                    • Triangle
                    • GaussianNoise
                    • Sine
                    • ChannelDependentSine
                    • Cosine
                    • ChannelDependentCosine
                    • Delta
                    • ChannelDependentDelta
                    • Combiner
                    • Adder
                    • Multiplier
                    • TestTimeSeriesGenerator
                • pySPACE.tests.utils.data.test_default_data
            • logging Package
              • logging Package
    • tools Package
      • tools Package
      • Modules
        • conversion
          • Module: tools.conversion
          • Function Summary
          • Functions
            • python2yaml()
            • extract_key_str()
            • replace_parameters_and_convert()
            • replace_parameters()
            • eval_string()
            • replace_in_list()
            • replace_in_dict()
            • replace_parameters2()
        • csv_analysis
          • Module: tools.csv_analysis
          • Function Summary
          • Functions
            • csv2dict()
            • dict2csv()
            • empty_dict()
            • strip_dict()
            • merge_dicts()
            • merge_multiple_dicts()
            • add_key()
            • extend_dict()
            • average_rows()
            • parse_data()
            • check_for_failures()
            • check_op_libSVM()
            • report_failures()
            • reconstruct_failures()
        • filesystem
          • Module: tools.filesystem
          • Function Summary
          • Functions
            • get_author()
            • create_directory()
            • common_path()
            • get_relative_path()
            • locate()
            • create_source_archive()
        • gprof2dot
          • Module: tools.gprof2dot
          • Class Summary
          • Function Summary
          • Classes
            • UndefinedEvent
            • Event
            • Object
            • Call
            • Function
            • Cycle
            • Profile
            • Struct
            • ParseError
            • Parser
            • LineParser
            • XmlToken
            • XmlTokenizer
            • XmlTokenMismatch
            • XmlParser
            • GprofParser
            • CallgrindParser
            • OprofileParser
            • HProfParser
            • SysprofParser
            • SharkParser
            • XPerfParser
            • SleepyParser
            • AQtimeTable
            • AQtimeParser
            • PstatsParser
            • Theme
            • DotWriter
            • Main
          • Functions
            • times()
            • percentage()
            • add()
            • equal()
            • fail()
            • ratio()
        • logging_stream_colorer
          • Module: tools.logging_stream_colorer
          • Class Summary
          • Function Summary
          • Classes
            • COLORS
            • ColoredLevelFormatter
            • ColorFormatter
          • Function
          • formatter_message()
        • logging_stream_redirection
          • Module: tools.logging_stream_redirection
          • RedirectionHandler
        • memoize_generator
          • Module: tools.memoize_generator
          • Class Summary
          • Classes
            • MemoizeGeneratorNotRefreshableException
            • MemoizeGenerator
        • memory_profiling
          • Module: tools.memory_profiling
          • Class Summary
          • Function Summary
          • Classes
            • Asized
            • Asizer
          • Functions
            • calcsize()
            • adict()
            • asized()
            • asizeof()
            • asizesof()
            • basicsize()
            • flatsize()
            • itemsize()
            • leng()
            • refs()
        • prime_factors
          • Module: tools.prime_factors
          • Function Summary
          • Functions
            • factorize()
            • next_least_nice_integer_divisor()
        • progressbar
          • Module: tools.progressbar
          • Class Summary
          • Classes
            • ProgressBarWidget
            • ProgressBarWidgetHFill
            • ETA
            • FileTransferSpeed
            • RotatingMarker
            • Percentage
            • Bar
            • ReverseBar
            • ProgressBar
        • socket_logger
          • Module: tools.socket_logger
          • Class Summary
          • Classes
            • LogRecordStreamHandler
            • LogRecordSocketReceiver
        • socket_utils
          • Module: tools.socket_utils
          • Function Summary
          • Functions
            • receive()
            • inform()
            • talk()
      • Subpackages Summary
      • Subpackages Tree
        • live Package
          • live Package
          • Modules
            • eeg_stream
              • Module: tools.live.eeg_stream
              • Class Summary
              • Function Summary
              • Classes
                • EEGClient
                • EEGServer
                • EEGClientUsb
              • Functions
                • dummylisten1()
                • dummylisten2()
                • dummylisten3()
            • ipmarkers
              • Module: tools.live.ipmarkers
              • Class Summary
              • Classes
                • MarkerSocket
                • MarkerServer
                • MarkerAcquisitionThread
• Documentation of External and Wrapped Nodes
  • Scikit Nodes
    • pySPACE.missions.nodes.regression.scikit_decorators.OptSVRRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.ARDRegressionSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.AdaBoostClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.AdaBoostRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.AdditiveChi2SamplerTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.BaggingClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.BaggingRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.BayesianRidgeRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.BernoulliNBClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.BernoulliRBMTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.BinarizerTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.BirchTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.CalibratedClassifierCVSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.CountVectorizerTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.DecisionTreeClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.DecisionTreeRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.DictVectorizerTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.DictionaryLearningTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.ElasticNetCVRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.ElasticNetRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.ExtraTreeClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.ExtraTreeRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.ExtraTreesClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.ExtraTreesRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.FactorAnalysisTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.FeatureAgglomerationTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.FeatureHasherTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.ForestRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.FunctionTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.GaussianNBClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.GaussianProcessRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.GaussianRandomProjectionHashTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.GaussianRandomProjectionTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.GenericUnivariateSelectTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.GradientBoostingClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.GradientBoostingRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.GridSearchCVTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.HashingVectorizerTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.ImputerTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.IncrementalPCATransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.IsomapTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.IsotonicRegressionSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.KNeighborsClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.KNeighborsRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.KernelCentererTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.KernelPCATransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.KernelRidgeRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.LabelBinarizerTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.LabelEncoderTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.LabelPropagationClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.LabelSpreadingClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.LarsCVRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.LarsRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.LassoCVRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.LassoLarsCVRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.LassoLarsICRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.LassoLarsRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.LassoRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.LatentDirichletAllocationTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.LinearDiscriminantAnalysisClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.LinearRegressionSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.LinearSVCClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.LinearSVRRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.LocallyLinearEmbeddingTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.LogisticRegressionCVClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.LogisticRegressionClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.MaxAbsScalerTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.MinMaxScalerTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.MiniBatchDictionaryLearningTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.MiniBatchSparsePCATransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.MultiLabelBinarizerTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.MultiTaskElasticNetCVRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.MultiTaskElasticNetRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.MultiTaskLassoCVRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.MultiTaskLassoRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.MultinomialNBClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.NMFTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.NearestCentroidClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.NormalizerTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.NuSVCClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.NuSVRRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.NystroemTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.OneHotEncoderTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.OneVsOneClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.OneVsRestClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.OrthogonalMatchingPursuitCVRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.OrthogonalMatchingPursuitRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.OutputCodeClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.PCATransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.PassiveAggressiveClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.PassiveAggressiveRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.PatchExtractorTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.PerceptronClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.PolynomialFeaturesTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.ProjectedGradientNMFTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.QuadraticDiscriminantAnalysisClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.RANSACRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.RBFSamplerTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.RFECVTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.RFETransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.RadiusNeighborsClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.RadiusNeighborsRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.RandomForestClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.RandomForestRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.RandomTreesEmbeddingTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.RandomizedLassoTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.RandomizedLogisticRegressionTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.RandomizedPCATransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.RandomizedSearchCVTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.RidgeCVRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.RidgeClassifierCVSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.RidgeClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.RidgeRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.RobustScalerTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.SGDClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.SGDRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.SVCClassifierSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.SVRRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.SelectFdrTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.SelectFprTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.SelectFromModelTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.SelectFweTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.SelectKBestTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.SelectPercentileTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.SkewedChi2SamplerTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.SparseCoderTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.SparsePCATransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.SparseRandomProjectionTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.StandardScalerTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.TfidfTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.TfidfVectorizerTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.TheilSenRegressorSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.TruncatedSVDTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.VarianceThresholdTransformerSklearnNode
    • pySPACE.missions.nodes.scikit_nodes.VotingClassifierSklearnNode