Search Results for author: Cornelius Fritz

Found 4 papers, 1 papers with code

A Strategic Model of Software Dependency Networks

no code implementations20 Feb 2024 Cornelius Fritz, Co-Pierre Georg, Angelo Mele, Michael Schweinberger

Modern software development involves collaborative efforts and reuse of existing code, which reduces the cost of developing new software.

deepregression: a Flexible Neural Network Framework for Semi-Structured Deep Distributional Regression

2 code implementations6 Apr 2021 David Rügamer, Chris Kolb, Cornelius Fritz, Florian Pfisterer, Philipp Kopper, Bernd Bischl, Ruolin Shen, Christina Bukas, Lisa Barros de Andrade e Sousa, Dominik Thalmeier, Philipp Baumann, Lucas Kook, Nadja Klein, Christian L. Müller

In this paper we describe the implementation of semi-structured deep distributional regression, a flexible framework to learn conditional distributions based on the combination of additive regression models and deep networks.

regression

Combining Graph Neural Networks and Spatio-temporal Disease Models to Predict COVID-19 Cases in Germany

no code implementations3 Jan 2021 Cornelius Fritz, Emilio Dorigatti, David Rügamer

The results corroborate the necessity of including mobility data and showcase the flexibility and interpretability of our approach.

BIG-bench Machine Learning

The Role of Governmental Weapons Procurements in Forecasting Monthly Fatalities in Intrastate Conflicts: A Semiparametric Hierarchical Hurdle Model

no code implementations15 Dec 2020 Cornelius Fritz, Marius Mehrl, Paul W. Thurner, Göran Kauermann

Accurate and interpretable forecasting models predicting spatially and temporally fine-grained changes in the numbers of intrastate conflict casualties are of crucial importance for policymakers and international non-governmental organisations (NGOs).

Applications

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