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 ... |
Get Sharing Data and Models in Software Engineering now with the O’Reilly learning platform.
O’Reilly members experience books, live events, courses curated by job role, and more from O’Reilly and nearly 200 top publishers.
