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Sharing Data and Models in Software Engineering by Fayola Peters, Leandro Minku, Burak Turhan, Ekrem Kocaguneli, Tim Menzies

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Chapter 16

How To Keep Your Data Private

Abstract

In this part of the book Data Science for Software Engineering: Sharing Data and Models, we show that sharing all data is less useful that sharing just the relevant data. There are several useful methods for finding those relevant data regions including simple nearest neighbor, or kNN, algorithms; clustering (to optimize subsequent kNN); and pruning away “bad” regions. Also, we show that with clustering, it is possible to repair missing data in project records.

Name:CLIFF&MORPH
Also known as:CLIFF is an instance selector that can be used as an instance-based selector (or case-based) reasoner. MORPH is an instance mutator and can also be categorized as a noise injector.
Intent:The combination ...

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