Package edu.cmu.tetrad.search.test
Class IndTestRegression
java.lang.Object
edu.cmu.tetrad.search.test.IndTestRegression
- All Implemented Interfaces:
IndependenceTest
Checks independence of X _||_ Y | Z for variables X and Y and list Z of variables by regressing X on {Y} U Z and
testing whether the coefficient for Y is zero.
- Author:
- josephramsey, Frank Wimberly
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Constructor Summary
ConstructorsConstructorDescriptionIndTestRegression
(DataSet dataSet, double alpha) Constructs a new Independence test which checks independence facts based on the correlation matrix implied by the given data set (must be continuous). -
Method Summary
Modifier and TypeMethodDescriptioncheckIndependence
(Node xVar, Node yVar, Set<Node> zList) Determines whether variable x is independent of variable y given a list of conditioning variables z.boolean
determines
(List<Node> zList, Node xVar) double
getAlpha()
Gets the getModel significance level.getData()
indTestSubset
(List<Node> vars) Creates a new IndTestCramerT instance for a subset of the variables.boolean
Returns true if the test prints verbose output.void
setAlpha
(double alpha) Sets the significance level at which independence judgments should be made.void
setVerbose
(boolean verbose) Sets whether this test will print verbose output.toString()
Returns a string representation of this test.Methods inherited from class java.lang.Object
clone, equals, finalize, getClass, hashCode, notify, notifyAll, wait, wait, wait
Methods inherited from interface edu.cmu.tetrad.search.IndependenceTest
checkIndependence, determines, getCov, getDataSets, getSampleSize, getVariable, getVariableNames
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Constructor Details
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IndTestRegression
Constructs a new Independence test which checks independence facts based on the correlation matrix implied by the given data set (must be continuous). The given significance level is used.- Parameters:
dataSet
- A data set containing only continuous columns.alpha
- The alpha level of the test.
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Method Details
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indTestSubset
Creates a new IndTestCramerT instance for a subset of the variables.- Specified by:
indTestSubset
in interfaceIndependenceTest
- Parameters:
vars
- The sublist of variables.
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checkIndependence
Determines whether variable x is independent of variable y given a list of conditioning variables z.- Specified by:
checkIndependence
in interfaceIndependenceTest
- Parameters:
xVar
- the one variable being compared.yVar
- the second variable being compared.zList
- the list of conditioning variables.- Returns:
- true iff x _||_ y | z.
- Throws:
RuntimeException
- if a matrix singularity is encountered.- See Also:
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getAlpha
public double getAlpha()Gets the getModel significance level.- Specified by:
getAlpha
in interfaceIndependenceTest
- Returns:
- This level.
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setAlpha
public void setAlpha(double alpha) Sets the significance level at which independence judgments should be made. Affects the cutoff for partial correlations to be considered statistically equal to zero.- Specified by:
setAlpha
in interfaceIndependenceTest
- Parameters:
alpha
- This level.
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getVariables
- Specified by:
getVariables
in interfaceIndependenceTest
- Returns:
- the list of variables over which this independence checker is capable of determinine independence relations-- that is, all the variables in the given graph or the given data set.
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toString
Description copied from interface:IndependenceTest
Returns a string representation of this test.- Specified by:
toString
in interfaceIndependenceTest
- Overrides:
toString
in classObject
- Returns:
- This string.
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determines
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getData
- Specified by:
getData
in interfaceIndependenceTest
- Returns:
- The data model for the independence test, either a DataSet or a CovarianceMatrix.
- See Also:
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isVerbose
public boolean isVerbose()Description copied from interface:IndependenceTest
Returns true if the test prints verbose output.- Specified by:
isVerbose
in interfaceIndependenceTest
- Returns:
- True if the case.
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setVerbose
public void setVerbose(boolean verbose) Description copied from interface:IndependenceTest
Sets whether this test will print verbose output.- Specified by:
setVerbose
in interfaceIndependenceTest
- Parameters:
verbose
- True, if so.
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