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GCS_CSE and BFS_GCS

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Program Information

Name: GCS_CSE and BFS_GCS
Domain: Machine learning
Functionality: Feature Selection
Input: F: Features in training data (Type: List) C: Class labels in the testing data (Type: Set) S:The training data has feature list and a class label in C (Type: List)
Output: L: The subset of features (Type : List)

Reference


         Bottom-up Integration Testing with the Technique of Metamorphic Testing http://dx.doi.org/10.1109/QSIC.2014.29



MR Information

MR1------

Description:
Property:
Source input: <Fs,Cs,Ss
Source output: Ls
Follow-up input: <Ff, Cf,Sf >
Follow-up output: Lf
Input relation: Sf = Permutation of Ss, Ff = Fs, Cf = Cs
Output relation: Lf = Ls
Pattern:

MR2------

Description:
Property:
Source input: <Fs,Cs,Ss>
Source output: Ls
Follow-up input: <Ff, Cf,Sf >
Follow-up output: Lf
Input relation: Sf = Ss with Duplication of training samples with the original class , Ff = Fs, Cf = Cs
Output relation: Lf = Ls
Pattern:

MR3------

Description:
Property:
Source input: <Fs,Cs,Ss>
Source output: Ls
Follow-up input: <Ff, Cf,Sf >
Follow-up output: Lf
Input relation: Sf = Ss with Duplication of a sample with assignment of a new class label to it , Ff = Fs, Cf = Cs
Output relation: Lf = Ls
Pattern:

MR4------

Description:
Property:
Source input: <Fs,Cs,Ss>
Source output: Ls
Follow-up input: <Ff, Cf,Sf >
Follow-up output: Lf
Input relation: Ff = Fs with Addition of uninformative feature, Sf = Ss, Cf = Cs
Output relation: Lf = Ls
Pattern:

MR5------

Description:
Property:
Source input: <Fs,Cs,Ss>
Source output: Ls
Follow-up input: <Ff, Cf,Sf >
Follow-up output: Lf
Input relation: Ff = Fs with duplication of any unselected feature, Sf = Ss, Cf = Cs
Output relation: Lf = Ls
Pattern:

MR6------

Description:
Property:
Source input: <Fs,Cs,Ss>
Source output: Ls
Follow-up input: <Ff, Cf,Sf >
Follow-up output: Lf
Input relation: Ff = Fs with duplication of any selected feature, Sf = Ss, Cf = Cs
Output relation: Lf = Ls
Pattern:

MR7------

Description:
Property:
Source input: <Fs,Cs,Ss>
Source output: Ls
Follow-up input: <Ff, Cf,Sf >
Follow-up output: Lf
Input relation: Ff = Fs with deletion of any unselected feature, Sf = Ss with deletion of samples which has features deleted before, Cf = Cs
Output relation: Lf = Ls
Pattern:
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