User profiles for Jochen Papenbrock

Jochen Papenbrock

Dr.
Verified email at firamis.de
Cited by 789

Handling risk-on/risk-off dynamics with correlation regimes and correlation networks

J Papenbrock, P Schwendner - Financial Markets and Portfolio …, 2015 - Springer
In this paper, we present a framework for detecting distinct correlation regimes and analyzing
the emerging state dependences for a multi-asset futures portfolio from 1998 to 2013. …

[HTML][HTML] Explainable machine learning in credit risk management

…, P Giudici, D Marinelli, J Papenbrock - Computational …, 2021 - Springer
The paper proposes an explainable Artificial Intelligence model that can be used in credit
risk management and, in particular, in measuring the risks that arise when credit is borrowed …

[HTML][HTML] Explainable AI in fintech risk management

…, P Giudici, D Marinelli, J Papenbrock - Frontiers in Artificial …, 2020 - frontiersin.org
The paper proposes an explainable AI model that can be used in fintech risk management
and, in particular, in measuring the risks that arise when credit is borrowed employing peer to …

Interpretable machine learning for diversified portfolio construction

…, S Krügel, D Marinelli, J Papenbrock… - The Journal of …, 2021 - pm-research.com
In this article, the authors construct a pipeline to benchmark hierarchical risk parity (HRP)
relative to equal risk contribution (ERC) as examples of diversification strategies allocating to …

[HTML][HTML] Financial risk management and explainable, trustworthy, responsible AI

…, B Hein, J Papenbrock - Frontiers in artificial …, 2022 - frontiersin.org
This perspective paper is based on several sessions by the members of the Round Table AI
at FIRM , with input from a number of external and international speakers. Its particular focus …

The use of correlation networks in parametric portfolio policies

H Lohre, J Papenbrock, M Poonia - Available at SSRN 2505732, 2014 - papers.ssrn.com
Correlation networks reveal a rich picture of market risk structure dynamics. A rather compact
and well-organized sector correlation network is indicative of a healthy market, whereas a …

[HTML][HTML] Interconnectedness risk and active portfolio management

E Baitinger, J Papenbrock - Journal of Investment Strategies, 2017 - risk.net
Interconnectedness is an alternative risk concept that has so far received little attention in
academia and the asset management industry. We show that this neglect is unjustified, as …

[PDF][PDF] Asset clusters and asset networks in financial risk management and portfolio optimization

J Papenbrock - 2011 - scholar.archive.org
In this thesis we use explorative empirical procedures for grouping financial assets into
homogeneous groups or clusters. The assets are solely represented by their return time series. …

Matrix evolutions: synthetic correlations and explainable machine learning for constructing robust investment portfolios

J Papenbrock, P Schwendner, M Jaeger… - The Journal of …, 2021 - pm-research.com
In this article, the authors present a novel and highly flexible concept to simulate correlation
matrixes of financial markets. It produces realistic outcomes regarding stylized facts of …

Interconnectedness risk and active portfolio management: the information-theoretic perspective

E Baitinger, J Papenbrock - Available at SSRN 2909839, 2017 - papers.ssrn.com
Today's asset management academia and practice is dominated by mean-variance thinking.
In consequence, this leads to the quantification of the dependence structure of asset returns …