On the Use of Information Theory to Bound the Effectiveness of Unsupervised Software Retrieval
Theoretically, software requirements are able to be transformed into multiple forms of information such as source code, test cases, or design artifacts. We are referring to those requirements or any initial/raw form of information as the source artifacts. On the other hand, the information that is a product of a transformation or alteration is considered a target artifact. In the software engineering context, a transformation could be any action or intervention that a software engineer applies to those requirements. Therefore, the concept of "transmission of information" can be seen as the programming task per se or any generative process. Such a generative process is producing the target artifacts.
Manifold Analysis for Entropy Measures
Scatter Matrix for Minimum Shared Entropy/Extropy
Manifold Entropy Measures Distributions
Shared Information Distributions
Manifold Entropy by Ground Truth
Shared Information by Ground Truth
Word2Vec Precision-Recall-ROC
Doc2Vec Precion-Recall-ROC
Word2Vec Precision-Recall-Gain [WMD]
Corr WMD vs MSI-I
Corr WMD vs MSI-X
Corr WMD vs MI
Mutual Information - WMD Group by Loss
Mutual Information - WMD Group by Noise
Manifold Analysis for Entropy Measures
Scatter Matrix for Minimum Shared Entropy/Extropy
Manifold Entropy Measures Distributions
Shared Information Distributions
Manifold Entropy by Ground Truth
Shared Information by Ground Truth
Word2Vec Precision-Recall-ROC
Doc2Vec Precion-Recall-ROC
Word2Vec Precision-Recall-Gain [WMD]
Corr WMD vs MSI-I
Corr WMD vs MSI-X
Corr WMD vs MI
Mutual Information - WMD Group by Loss
Mutual Information - WMD Group by Noise
