gerritgr / phd

Official repository for Gerrit's dissertation thesis

Dissertation - Stochastic Spreading on Complex Networks

Official repository for Gerrit's dissertation.

Files

• dissertation.pdf -> Review version of the dissertation
• errata.txt -> List of corrections
• defense_talk_slides_compressed.pdf -> Slides of the defense talk (pdf export from keynote)

About

The LaTeX version is available upon request. I used the wonderful Clean Thesis template for writing and the beautiful AMS Euler math font.

Content

Part I: Preliminaries

• Introduction
• Background

Part II: Simulation and Control

• Simulation of Markovian Spreading (Repo)
• Simulation of non-Markovian Spreading (Repo)
• Vaccine Allocation Optimization (Repo)
• Covid-19 and the Limitations of Modeling (Repo)

Part III: Reduction and Inference

• Birth-Death Process Abstraction (Repo)
• From Networks to Population Models (Repo)
• Neural Relational Inference (Repo)

Part IV: Concluding Remarks

• Conclusion