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Hypothesis-Driven Simulation Studies

Assistance for the Systematic Design and Conducting of Computer Simulation Experiments

  • Fabian Lorig
Book

Table of contents

  1. Front Matter
    Pages I-XXII
  2. Introduction and Background

    1. Front Matter
      Pages 1-1
    2. Fabian Lorig
      Pages 3-12
    3. Fabian Lorig
      Pages 13-48
    4. Fabian Lorig
      Pages 49-91
  3. Hypothesis-Driven Simulation Studies

    1. Front Matter
      Pages 93-93
    2. Fabian Lorig
      Pages 137-170
  4. Application and Evaluation

    1. Front Matter
      Pages 261-261
    2. Fabian Lorig
      Pages 263-339
    3. Fabian Lorig
      Pages 341-348
  5. Back Matter
    Pages 349-394

About this book

Introduction

Fabian Lorig develops a procedure model for hypothesis-driven simulation studies which supports the design, conducting, and analysis of simulation experiments. It is aimed at facilitating the execution of simulation studies with regard to the replicability and reproducibility of the results. In comparison to existing models, this approach is based on a formally specified hypothesis. Each step of the simulation study can be adapted to the central hypothesis and performed in such a way that it can optimally contribute to the verification and thus to the confirmation or rejection of the hypothesis.

Contents
● Foundations and Methods of Simulation
● Assistance and Automation of Simulation
● Requirements Analysis on Hypotheses in Simulation
● Hypothesis-Driven Simulation Studies
● Services for the Assistance of Simulation Studies
● Case Study: Supply Chain Management

Target Groups
● Lecturers and students of information systems research, computer science, and data science
● Practitioners in the fields of simulation, operations research, business process management, and logistics

The Author
Dr. Fabian Lorig works as research associate at the chair of Business Information Systems I at Trier University, Germany. His research focuses on methodology of computer simulation, design of experiments, automation of simulation studies, distributed artificial intelligence, and agent-based social simulation.

Keywords

Hypothesis-Driven Simulation Studies Automation of Simulation Hypothesis Testing Simulation Studies Epistemology of Simulation Assistance System Design of Experiments Automatisierung von Simulation Hypothesenüberprüfung Simulationsstudien Epistemologie der Simulation Assistenzsystem Experimentdesign

Authors and affiliations

  • Fabian Lorig
    • 1
  1. 1.FB IV, WirtschaftsinformatikUniversität TrierTrierGermany

Bibliographic information

  • DOI https://doi.org/10.1007/978-3-658-27588-4
  • Copyright Information Springer Fachmedien Wiesbaden GmbH, part of Springer Nature 2019
  • Publisher Name Springer Vieweg, Wiesbaden
  • eBook Packages Computer Science
  • Print ISBN 978-3-658-27587-7
  • Online ISBN 978-3-658-27588-4
  • Buy this book on publisher's site