Augments a dataset with a mask to dynamically exclude specific gene pairs. More...

#include <dataset.h>

Inheritance diagram for Sleipnir::CDataMask:

Public Member Functions
void	Attach (const IDataset *pDataset)
	Associates the data mask with the given dataset.
void	AttachRandom (const IDataset *pDataset, float dFraction)
	Associates the data mask with the given dataset and randomly hides a fraction of its data.
void	AttachComplement (const CDataMask &DataMask)
	Associates the data mask with the given mask's underlying dataset and reverses its mask.
bool	IsExample (size_t iY, size_t iX) const
	Returns true if some data file can be accessed at the requested position.
void	Remove (size_t iY, size_t iX)
	Remove all data for the given dataset position.
const std::vector< std::string > &	GetGeneNames () const
	Return a vector of all gene names in the dataset.
size_t	GetExperiments () const
	Return the number of experimental nodes in the dataset.
size_t	GetGene (const std::string &strGene) const
	Return the index of the given gene name, or -1 if it is not included in the dataset.
size_t	GetBins (size_t iNode) const
	Return the number of discrete values in the requested experimental node; -1 if the node is hidden or continuous.
size_t	GetGenes () const
	Returns the number of genes in the dataset.
bool	IsHidden (size_t iNode) const
	Returns true if the requested experimental node is hidden (does not correspond to a data file).
size_t	GetDiscrete (size_t iY, size_t iX, size_t iNode) const
	Return the discretized value at the requested position.
float	GetContinuous (size_t iY, size_t iX, size_t iNode) const
	Return the continuous value at the requested position.
const std::string &	GetGene (size_t iGene) const
	Returns the gene name at the requested index.
void	FilterGenes (const CGenes &Genes, CDat::EFilter eFilter)
	Remove values from the dataset based on the given gene set and filter type.
void	Save (std::ostream &ostm, bool fBinary) const
	Save a dataset to the given stream in binary or tabular (human readable) form.

Detailed Description

Augments a dataset with a mask to dynamically exclude specific gene pairs.

A data mask wraps an underlying dataset with a binary matrix allowing each gene pair to be individually masked; a masked gene pair will return false from IsExample and act like missing data. Unmasked gene pairs will be retrieved from the underlying dataset. This allows data to be temporarily hidden without modifying the underlying dataset. Can be used in combination with CDataFilter.

See also:: CDatasetCompactMap

Definition at line 658 of file dataset.h.

Member Function Documentation

void Sleipnir::CDataMask::Attach ( const IDataset * pDataset )

Associates the data mask with the given dataset.

Parameters:

pDataset Dataset to be associated with the overlaying mask.

Definition at line 713 of file dataset.cpp.

References Sleipnir::IDataset::GetGenes(), Sleipnir::CHalfMatrix< tType >::GetSize(), Sleipnir::CBinaryMatrix::Initialize(), Sleipnir::IDataset::IsExample(), and Sleipnir::CBinaryMatrix::Set().

Referenced by AttachComplement(), and AttachRandom().

void Sleipnir::CDataMask::AttachComplement ( const CDataMask & DataMask )

Associates the data mask with the given mask's underlying dataset and reverses its mask.

Parameters:

DataMask Mask to be reversed by the current mask.

This associates the current mask with the given mask's underlying dataset and generates an inverted mask: all pairs hidden in the given mask are unhidden, and all unhidden pairs are hidden. Data pairs missing in the underlying dataset will return false from IsExample regardless.

Definition at line 698 of file dataset.cpp.

References Attach(), Sleipnir::CBinaryMatrix::Get(), Sleipnir::CHalfMatrix< tType >::GetSize(), and Sleipnir::CBinaryMatrix::Set().

void Sleipnir::CDataMask::AttachRandom	(	const IDataset *	pDataset,
		float	dFraction
	)

Associates the data mask with the given dataset and randomly hides a fraction of its data.

Parameters:

pDataset	Dataset to be associated with the overlaying mask.
dFraction	Fraction of gene pairs (between 0 and 1) to be randomly masked.

Definition at line 679 of file dataset.cpp.

References Attach(), Sleipnir::CBinaryMatrix::Get(), Sleipnir::CHalfMatrix< tType >::GetSize(), and Sleipnir::CBinaryMatrix::Set().

void Sleipnir::CDataMask::FilterGenes	(	const CGenes &	Genes,
		CDat::EFilter	eFilter
	)		`[inline, virtual]`

Remove values from the dataset based on the given gene set and filter type.

Parameters:

Genes	Gene set used to filter the dataset.
eFilter	Way in which to use the given genes to remove values.

Remove values and genes (by removing all incident edges) from the dataset based on one of several algorithms. For details, see CDat::EFilter.

Remarks:: Generally implemented using Remove, so may not be supported by all implementations and may either mask or unload the filtered data.

See also:: CDat::FilterGenes

Implements Sleipnir::IDataset.

Definition at line 708 of file dataset.h.

size_t Sleipnir::CDataMask::GetBins ( size_t iNode ) const [inline, virtual]

Return the number of discrete values in the requested experimental node; -1 if the node is hidden or continuous.

Parameters:

iNode Experimental node for which bin number should be returned.

Returns:: Number of discrete values taken by the given experimental node; -1 if the node is hidden or continuous.

See also:: GetDiscrete

Implements Sleipnir::IDataset.

Definition at line 684 of file dataset.h.

float Sleipnir::CDataMask::GetContinuous	(	size_t	iY,
		size_t	iX,
		size_t	iNode
	)		const `[inline, virtual]`

Return the continuous value at the requested position.

Parameters:

iY	Data row.
iX	Data column.
iNode	Experimental node from which to retrieve the requested pair's value.

Returns:: Continuous value from the requested position and data file; not-a-number (NaN) if the value is missing.

Remarks:: Equivalent to using CDataPair::Get on the encapsulated data file with the appropriate indices. Behavior not defined when the corresponding data node is inherently discrete.

See also:: GetDiscrete

Implements Sleipnir::IDataset.

Definition at line 700 of file dataset.h.

size_t Sleipnir::CDataMask::GetDiscrete	(	size_t	iY,
		size_t	iX,
		size_t	iNode
	)		const `[inline, virtual]`

Return the discretized value at the requested position.

Parameters:

iY	Data row.
iX	Data column.
iNode	Experimental node from which to retrieve the requested pair's value.

Returns:: Discretized value from the requested position and data file using that file's quantization information; -1 if the value is missing.

Remarks:: Equivalent to using CDataPair::Quantize and GetContinuous or CDataPair::Get on the encapsulated data file with the appropriate indices. Behavior not defined when no discretization information is available for the requested data node.

Implements Sleipnir::IDataset.

Definition at line 696 of file dataset.h.

size_t Sleipnir::CDataMask::GetExperiments ( ) const [inline, virtual]

Return the number of experimental nodes in the dataset.

Returns:: Number of experimental nodes in the dataset.

Remarks:: For most datasets (those not containing hidden nodes), this will be equal to the number of encapsulated data files.

Implements Sleipnir::IDataset.

Definition at line 676 of file dataset.h.

size_t Sleipnir::CDataMask::GetGene ( const std::string & strGene ) const [inline, virtual]

Return the index of the given gene name, or -1 if it is not included in the dataset.

Parameters:

strGene Gene name to retrieve.

Returns:: Index of the requested gene name, or -1 if it is not in the dataset.

See also:: GetGeneNames

Implements Sleipnir::IDataset.

Definition at line 680 of file dataset.h.

Referenced by GetGene().

const std::string& Sleipnir::CDataMask::GetGene ( size_t iGene ) const [inline, virtual]

Returns the gene name at the requested index.

Parameters:

iGene Index of gene name to return.

Returns:: Gene name at the requested index.

Remarks:: For efficiency, no bounds checking is performed.

See also:: GetGenes

Implements Sleipnir::IDataset.

Definition at line 704 of file dataset.h.

References GetGene().

const std::vector<std::string>& Sleipnir::CDataMask::GetGeneNames ( ) const [inline, virtual]

Return a vector of all gene names in the dataset.

Returns:: Vector of gene names in the dataset.

See also:: GetGenes | GetGene

Implements Sleipnir::IDataset.

Definition at line 672 of file dataset.h.

size_t Sleipnir::CDataMask::GetGenes ( ) const [inline, virtual]

Returns the number of genes in the dataset.

Returns:: Number of genes in the dataset.

Remarks:: Equal to the union of all genes in encapsulated data files.

See also:: GetGene

Implements Sleipnir::IDataset.

Definition at line 688 of file dataset.h.

bool Sleipnir::CDataMask::IsExample	(	size_t	iY,
		size_t	iX
	)		const `[inline, virtual]`

Returns true if some data file can be accessed at the requested position.

Parameters:

iY	Data row.
iX	Data column.

Returns:: True if a data file can be accessed at the requested position.

A dataset position is a usable example if at least one data file can be accessed at that position; that is, if some data file provides a non-missing value for that gene pair. Implementations that filter pairs in some manner can also prevent particular positions from being usable examples.

Implements Sleipnir::IDataset.

Definition at line 664 of file dataset.h.

References Sleipnir::CBinaryMatrix::Get().

bool Sleipnir::CDataMask::IsHidden ( size_t iNode ) const [inline, virtual]

Returns true if the requested experimental node is hidden (does not correspond to a data file).

Parameters:

iNode Experimental node to investigate.

Returns:: True if the requested experimental node is hidden.

Since a dataset can be constructed either directly on a collection of data files or by tying a model such as a Bayes net to data files, IDataset can determine which model nodes are hidden by testing whether a data file exists for them. If no such file exists, the node is hidden and, for example, can be treated specially during Bayesian learning.

Remarks:: Datasets constructed directly from data files will never have hidden nodes.

Implements Sleipnir::IDataset.

Definition at line 692 of file dataset.h.

void Sleipnir::CDataMask::Remove	(	size_t	iY,
		size_t	iX
	)		`[inline, virtual]`

Remove all data for the given dataset position.

Parameters:

iY	Data row.
iX	Data column.

Unloads or masks data from all encapsulated files for the requested gene pair.

Remarks:: For efficiency, bounds checking is not performed; the given row and column should both be less than GetGenes. Not supported by all implementations.

Implements Sleipnir::IDataset.

Definition at line 668 of file dataset.h.

References Sleipnir::CBinaryMatrix::Set().

void Sleipnir::CDataMask::Save	(	std::ostream &	ostm,
		bool	fBinary
	)		const `[inline, virtual]`

Save a dataset to the given stream in binary or tabular (human readable) form.

Parameters:

ostm	Stream into which dataset is saved.
fBinary	If true, save the dataset as a binary file; if false, save it as a text-based tab-delimited file.

Remarks:: If fBinary is true, output stream must be binary.

Implements Sleipnir::IDataset.

Definition at line 712 of file dataset.h.

The documentation for this class was generated from the following files:

src/dataset.h
src/dataset.cpp

Public Member Functions

Detailed Description

Member Function Documentation