Download MACROS GTIVE Generic Tool for Important Variable
Transcript
Chapter 1 Introduction 1.1 What is GTIVE Generic Tool for Important Variable Extraction (GT IVE) is a software package for performing global sensitivity analysis on user-provided data. In the [13] sensitivity analysis is defined as the study of how the variation (uncertainty) in the output of a statistical model can be attributed to different variations in the inputs of the model. In other words it is a technique for systematically changing variables (features) in a model to determine the effects of such changes. 1.2 Documentation structure Documentation for GTIVE includes: • User manual (this document) which contains: – A general overview of the tool’s functionality; – Short descriptions of the algorithms; – Recommendations on the tool’s usage; – Examples of applications to model problems. • Technical reference [3] for C++ and Python API which includes: – Description of system requirements; – Installation steps; – Quick start guide; – C++ and Python API reference. The present document has the following structure: • Chapter 2 is an introduction to the tool’s functionality. It contains an overview of relevant sensitivity analysis concepts, and explains the way the tool is applied and what results it produces. • Chapter 3 describes the internal workflow of the tool. 1