---
_id: '66216'
abstract:
- lang: eng
text: 'AbstractThe predictive performance of a
machine learning model highly depends on the corresponding hyper-parameter setting.
Hence, hyper-parameter tuning is often indispensable. Normally such tuning requires
the dedicated machine learning model to be trained and evaluated on centralized
data to obtain a performance estimate. However, in a distributed machine learning
scenario, it is not always possible to collect all the data from all nodes due
to privacy concerns or storage limitations. Moreover, if data has to be transferred
through low bandwidth connections it reduces the time available for tuning. Model-Based
Optimization (MBO) is one state-of-the-art method for tuning hyper-parameters
but the application on distributed machine learning models or federated learning
lacks research. This work proposes a framework$$\textit{MODES}$$MODESthat
allows to deploy MBO on resource-constrained distributed embedded systems. Each
node trains an individual model based on its local data. The goal is to optimize
the combined prediction accuracy. The presented framework offers two optimization
modes: (1)$$\textit{MODES}$$MODES-B
considers the whole ensemble as a single black box and optimizes the hyper-parameters
of each individual model jointly, and (2)$$\textit{MODES}$$MODES-I
considers all models as clones of the same black box which allows it to efficiently
parallelize the optimization in a distributed setting. We evaluate$$\textit{MODES}$$MODESby
conducting experiments on the optimization for the hyper-parameters of a random
forest and a multi-layer perceptron. The experimental results demonstrate that,
with an improvement in terms of mean accuracy ($$\textit{MODES}$$MODES-B),
run-time efficiency ($$\textit{MODES}$$MODES-I),
and statistical stability for both modes,$$\textit{MODES}$$MODESoutperforms
the baseline, i.e., carry out tuning with MBO on each node individually with its
local sub-data set.'
author:
- first_name: Junjie
full_name: Shi, Junjie
last_name: Shi
- first_name: Jiang
full_name: Bian, Jiang
last_name: Bian
- first_name: Jakob
full_name: Richter, Jakob
last_name: Richter
- first_name: Kuan-Hsun
full_name: Chen, Kuan-Hsun
last_name: Chen
- first_name: Jörg
full_name: Rahnenführer, Jörg
last_name: Rahnenführer
- first_name: Haoyi
full_name: Xiong, Haoyi
last_name: Xiong
- first_name: Jian-Jia
full_name: Chen, Jian-Jia
last_name: Chen
citation:
ama: 'Shi J, Bian J, Richter J, et al. MODES: model-based optimization on distributed
embedded systems. Machine Learning. 2021;110(6):1527-1547. doi:10.1007/s10994-021-06014-6'
apa: 'Shi, J., Bian, J., Richter, J., Chen, K.-H., Rahnenführer, J., Xiong, H.,
& Chen, J.-J. (2021). MODES: model-based optimization on distributed embedded
systems. Machine Learning, 110(6), 1527–1547. https://doi.org/10.1007/s10994-021-06014-6'
bibtex: '@article{Shi_Bian_Richter_Chen_Rahnenführer_Xiong_Chen_2021, title={MODES:
model-based optimization on distributed embedded systems}, volume={110}, DOI={10.1007/s10994-021-06014-6},
number={6}, journal={Machine Learning}, publisher={Springer Science and Business
Media LLC}, author={Shi, Junjie and Bian, Jiang and Richter, Jakob and Chen, Kuan-Hsun
and Rahnenführer, Jörg and Xiong, Haoyi and Chen, Jian-Jia}, year={2021}, pages={1527–1547}
}'
chicago: 'Shi, Junjie, Jiang Bian, Jakob Richter, Kuan-Hsun Chen, Jörg Rahnenführer,
Haoyi Xiong, and Jian-Jia Chen. “MODES: Model-Based Optimization on Distributed
Embedded Systems.” Machine Learning 110, no. 6 (2021): 1527–47. https://doi.org/10.1007/s10994-021-06014-6.'
ieee: 'J. Shi et al., “MODES: model-based optimization on distributed embedded
systems,” Machine Learning, vol. 110, no. 6, pp. 1527–1547, 2021, doi:
10.1007/s10994-021-06014-6.'
mla: 'Shi, Junjie, et al. “MODES: Model-Based Optimization on Distributed Embedded
Systems.” Machine Learning, vol. 110, no. 6, Springer Science and Business
Media LLC, 2021, pp. 1527–47, doi:10.1007/s10994-021-06014-6.'
short: J. Shi, J. Bian, J. Richter, K.-H. Chen, J. Rahnenführer, H. Xiong, J.-J.
Chen, Machine Learning 110 (2021) 1527–1547.
date_created: 2026-07-03T21:20:17Z
date_updated: 2026-07-05T14:46:07Z
doi: 10.1007/s10994-021-06014-6
intvolume: ' 110'
issue: '6'
language:
- iso: eng
page: 1527-1547
publication: Machine Learning
publication_identifier:
issn:
- 0885-6125
- 1573-0565
publication_status: published
publisher: Springer Science and Business Media LLC
status: public
title: 'MODES: model-based optimization on distributed embedded systems'
type: journal_article
user_id: '128464'
volume: 110
year: '2021'
...
---
_id: '66204'
author:
- first_name: Mikail
full_name: Yayla, Mikail
last_name: Yayla
- first_name: Sebastian
full_name: Buschjager, Sebastian
last_name: Buschjager
- first_name: Aniket
full_name: Gupta, Aniket
last_name: Gupta
- first_name: Jian-Jia
full_name: Chen, Jian-Jia
last_name: Chen
- first_name: Jorg
full_name: Henkel, Jorg
last_name: Henkel
- first_name: Katharina
full_name: Morik, Katharina
last_name: Morik
- first_name: Kuan-Hsun
full_name: Chen, Kuan-Hsun
last_name: Chen
- first_name: Hussam
full_name: Amrouch, Hussam
last_name: Amrouch
citation:
ama: Yayla M, Buschjager S, Gupta A, et al. FeFET-Based Binarized Neural Networks
Under Temperature-Dependent Bit Errors. IEEE Transactions on Computers.
2021;71(7):1681-1695. doi:10.1109/tc.2021.3104736
apa: Yayla, M., Buschjager, S., Gupta, A., Chen, J.-J., Henkel, J., Morik, K., Chen,
K.-H., & Amrouch, H. (2021). FeFET-Based Binarized Neural Networks Under Temperature-Dependent
Bit Errors. IEEE Transactions on Computers, 71(7), 1681–1695. https://doi.org/10.1109/tc.2021.3104736
bibtex: '@article{Yayla_Buschjager_Gupta_Chen_Henkel_Morik_Chen_Amrouch_2021, title={FeFET-Based
Binarized Neural Networks Under Temperature-Dependent Bit Errors}, volume={71},
DOI={10.1109/tc.2021.3104736},
number={7}, journal={IEEE Transactions on Computers}, publisher={Institute of
Electrical and Electronics Engineers (IEEE)}, author={Yayla, Mikail and Buschjager,
Sebastian and Gupta, Aniket and Chen, Jian-Jia and Henkel, Jorg and Morik, Katharina
and Chen, Kuan-Hsun and Amrouch, Hussam}, year={2021}, pages={1681–1695} }'
chicago: 'Yayla, Mikail, Sebastian Buschjager, Aniket Gupta, Jian-Jia Chen, Jorg
Henkel, Katharina Morik, Kuan-Hsun Chen, and Hussam Amrouch. “FeFET-Based Binarized
Neural Networks Under Temperature-Dependent Bit Errors.” IEEE Transactions
on Computers 71, no. 7 (2021): 1681–95. https://doi.org/10.1109/tc.2021.3104736.'
ieee: 'M. Yayla et al., “FeFET-Based Binarized Neural Networks Under Temperature-Dependent
Bit Errors,” IEEE Transactions on Computers, vol. 71, no. 7, pp. 1681–1695,
2021, doi: 10.1109/tc.2021.3104736.'
mla: Yayla, Mikail, et al. “FeFET-Based Binarized Neural Networks Under Temperature-Dependent
Bit Errors.” IEEE Transactions on Computers, vol. 71, no. 7, Institute
of Electrical and Electronics Engineers (IEEE), 2021, pp. 1681–95, doi:10.1109/tc.2021.3104736.
short: M. Yayla, S. Buschjager, A. Gupta, J.-J. Chen, J. Henkel, K. Morik, K.-H.
Chen, H. Amrouch, IEEE Transactions on Computers 71 (2021) 1681–1695.
date_created: 2026-07-03T21:17:54Z
date_updated: 2026-07-05T14:46:19Z
doi: 10.1109/tc.2021.3104736
intvolume: ' 71'
issue: '7'
page: 1681-1695
publication: IEEE Transactions on Computers
publication_identifier:
issn:
- 0018-9340
- 1557-9956
- 2326-3814
publication_status: published
publisher: Institute of Electrical and Electronics Engineers (IEEE)
status: public
title: FeFET-Based Binarized Neural Networks Under Temperature-Dependent Bit Errors
type: journal_article
user_id: '128464'
volume: 71
year: '2021'
...
---
_id: '66200'
author:
- first_name: Mikail
full_name: Yayla, Mikail
last_name: Yayla
- first_name: Sebastian
full_name: Buschjager, Sebastian
last_name: Buschjager
- first_name: Aniket
full_name: Gupta, Aniket
last_name: Gupta
- first_name: Jian-Jia
full_name: Chen, Jian-Jia
last_name: Chen
- first_name: Jorg
full_name: Henkel, Jorg
last_name: Henkel
- first_name: Katharina
full_name: Morik, Katharina
last_name: Morik
- first_name: Kuan-Hsun
full_name: Chen, Kuan-Hsun
last_name: Chen
- first_name: Hussam
full_name: Amrouch, Hussam
last_name: Amrouch
citation:
ama: Yayla M, Buschjager S, Gupta A, et al. FeFET-Based Binarized Neural Networks
Under Temperature-Dependent Bit Errors. IEEE Transactions on Computers.
2021;71(7):1681-1695. doi:10.1109/tc.2021.3104736
apa: Yayla, M., Buschjager, S., Gupta, A., Chen, J.-J., Henkel, J., Morik, K., Chen,
K.-H., & Amrouch, H. (2021). FeFET-Based Binarized Neural Networks Under Temperature-Dependent
Bit Errors. IEEE Transactions on Computers, 71(7), 1681–1695. https://doi.org/10.1109/tc.2021.3104736
bibtex: '@article{Yayla_Buschjager_Gupta_Chen_Henkel_Morik_Chen_Amrouch_2021, title={FeFET-Based
Binarized Neural Networks Under Temperature-Dependent Bit Errors}, volume={71},
DOI={10.1109/tc.2021.3104736},
number={7}, journal={IEEE Transactions on Computers}, publisher={Institute of
Electrical and Electronics Engineers (IEEE)}, author={Yayla, Mikail and Buschjager,
Sebastian and Gupta, Aniket and Chen, Jian-Jia and Henkel, Jorg and Morik, Katharina
and Chen, Kuan-Hsun and Amrouch, Hussam}, year={2021}, pages={1681–1695} }'
chicago: 'Yayla, Mikail, Sebastian Buschjager, Aniket Gupta, Jian-Jia Chen, Jorg
Henkel, Katharina Morik, Kuan-Hsun Chen, and Hussam Amrouch. “FeFET-Based Binarized
Neural Networks Under Temperature-Dependent Bit Errors.” IEEE Transactions
on Computers 71, no. 7 (2021): 1681–95. https://doi.org/10.1109/tc.2021.3104736.'
ieee: 'M. Yayla et al., “FeFET-Based Binarized Neural Networks Under Temperature-Dependent
Bit Errors,” IEEE Transactions on Computers, vol. 71, no. 7, pp. 1681–1695,
2021, doi: 10.1109/tc.2021.3104736.'
mla: Yayla, Mikail, et al. “FeFET-Based Binarized Neural Networks Under Temperature-Dependent
Bit Errors.” IEEE Transactions on Computers, vol. 71, no. 7, Institute
of Electrical and Electronics Engineers (IEEE), 2021, pp. 1681–95, doi:10.1109/tc.2021.3104736.
short: M. Yayla, S. Buschjager, A. Gupta, J.-J. Chen, J. Henkel, K. Morik, K.-H.
Chen, H. Amrouch, IEEE Transactions on Computers 71 (2021) 1681–1695.
date_created: 2026-07-03T21:17:12Z
date_updated: 2026-07-05T14:46:28Z
doi: 10.1109/tc.2021.3104736
intvolume: ' 71'
issue: '7'
page: 1681-1695
publication: IEEE Transactions on Computers
publication_identifier:
issn:
- 0018-9340
- 1557-9956
- 2326-3814
publication_status: published
publisher: Institute of Electrical and Electronics Engineers (IEEE)
status: public
title: FeFET-Based Binarized Neural Networks Under Temperature-Dependent Bit Errors
type: journal_article
user_id: '128464'
volume: 71
year: '2021'
...
---
_id: '37017'
author:
- first_name: Lisa
full_name: Knoll, Lisa
id: '88789'
last_name: Knoll
citation:
ama: 'Knoll L. Bewerten oder Prüfen? Zur Relevanz der Figur der Prüfung für die
Organisationssoziologie. In: Peetz T, Meier F, eds. Organisation Und Bewertung.
Reihe: “Organisationssoziologie.” Springer VS; 2021:49-69.'
apa: Knoll, L. (2021). Bewerten oder Prüfen? Zur Relevanz der Figur der Prüfung
für die Organisationssoziologie. In T. Peetz & F. Meier (Eds.), Organisation
und Bewertung (pp. 49–69). Springer VS.
bibtex: '@inbook{Knoll_2021, place={Wiesbaden}, series={Reihe: “Organisationssoziologie”},
title={Bewerten oder Prüfen? Zur Relevanz der Figur der Prüfung für die Organisationssoziologie},
booktitle={Organisation und Bewertung}, publisher={Springer VS}, author={Knoll,
Lisa}, editor={Peetz, Thorsten and Meier, Frank}, year={2021}, pages={49–69},
collection={Reihe: “Organisationssoziologie”} }'
chicago: 'Knoll, Lisa. “Bewerten Oder Prüfen? Zur Relevanz Der Figur Der Prüfung
Für Die Organisationssoziologie.” In Organisation Und Bewertung, edited
by Thorsten Peetz and Frank Meier, 49–69. Reihe: “Organisationssoziologie.” Wiesbaden:
Springer VS, 2021.'
ieee: 'L. Knoll, “Bewerten oder Prüfen? Zur Relevanz der Figur der Prüfung für die
Organisationssoziologie,” in Organisation und Bewertung, T. Peetz and F.
Meier, Eds. Wiesbaden: Springer VS, 2021, pp. 49–69.'
mla: Knoll, Lisa. “Bewerten Oder Prüfen? Zur Relevanz Der Figur Der Prüfung Für
Die Organisationssoziologie.” Organisation Und Bewertung, edited by Thorsten
Peetz and Frank Meier, Springer VS, 2021, pp. 49–69.
short: 'L. Knoll, in: T. Peetz, F. Meier (Eds.), Organisation Und Bewertung, Springer
VS, Wiesbaden, 2021, pp. 49–69.'
date_created: 2023-01-17T09:42:15Z
date_updated: 2026-07-07T15:01:37Z
department:
- _id: '121'
editor:
- first_name: Thorsten
full_name: Peetz, Thorsten
last_name: Peetz
- first_name: Frank
full_name: Meier, Frank
last_name: Meier
language:
- iso: eng
page: 49-69
place: Wiesbaden
publication: Organisation und Bewertung
publisher: Springer VS
series_title: 'Reihe: "Organisationssoziologie"'
status: public
title: Bewerten oder Prüfen? Zur Relevanz der Figur der Prüfung für die Organisationssoziologie
type: book_chapter
user_id: '88789'
year: '2021'
...
---
_id: '66361'
author:
- first_name: Yoav
full_name: Len, Yoav
last_name: Len
- first_name: Martin
full_name: Ulirsch, Martin
id: '114697'
last_name: Ulirsch
citation:
ama: Len Y, Ulirsch M. Skeletons of Prym varieties and Brill–Noethertheory. Algebra
& Number Theory. 2021;15(3):785-820. doi:10.2140/ant.2021.15.785
apa: Len, Y., & Ulirsch, M. (2021). Skeletons of Prym varieties and Brill–Noethertheory.
Algebra & Number Theory, 15(3), 785–820. https://doi.org/10.2140/ant.2021.15.785
bibtex: '@article{Len_Ulirsch_2021, title={Skeletons of Prym varieties and Brill–Noethertheory},
volume={15}, DOI={10.2140/ant.2021.15.785},
number={3}, journal={Algebra & Number Theory}, publisher={Mathematical
Sciences Publishers}, author={Len, Yoav and Ulirsch, Martin}, year={2021}, pages={785–820}
}'
chicago: 'Len, Yoav, and Martin Ulirsch. “Skeletons of Prym Varieties and Brill–Noethertheory.”
Algebra & Number Theory 15, no. 3 (2021): 785–820. https://doi.org/10.2140/ant.2021.15.785.'
ieee: 'Y. Len and M. Ulirsch, “Skeletons of Prym varieties and Brill–Noethertheory,”
Algebra & Number Theory, vol. 15, no. 3, pp. 785–820, 2021, doi:
10.2140/ant.2021.15.785.'
mla: Len, Yoav, and Martin Ulirsch. “Skeletons of Prym Varieties and Brill–Noethertheory.”
Algebra & Number Theory, vol. 15, no. 3, Mathematical Sciences
Publishers, 2021, pp. 785–820, doi:10.2140/ant.2021.15.785.
short: Y. Len, M. Ulirsch, Algebra & Number Theory 15 (2021) 785–820.
date_created: 2026-07-08T08:36:11Z
date_updated: 2026-07-08T08:37:00Z
doi: 10.2140/ant.2021.15.785
intvolume: ' 15'
issue: '3'
language:
- iso: eng
page: 785-820
publication: Algebra & Number Theory
publication_identifier:
issn:
- 1944-7833
- 1937-0652
publication_status: published
publisher: Mathematical Sciences Publishers
status: public
title: Skeletons of Prym varieties and Brill–Noethertheory
type: journal_article
user_id: '82981'
volume: 15
year: '2021'
...
---
_id: '66321'
abstract:
- lang: eng
text: AbstractIn this article we use techniques
from tropical and logarithmic geometry to construct a non-Archimedean analogue
ofTeichmüller space$$\overline{{{\mathcal
{T}}}}_g$$T¯gwhose
points are pairs consisting of a stable projective curve over a non-Archimedean
field and a Teichmüller marking of the topological fundamental group of its Berkovich
analytification. This construction is closely related to and inspired by the classical
construction of a non-Archimedean Schottky space for Mumford curves by Gerritzen
and Herrlich. We argue that the skeleton of non-Archimedean Teichmüller space
is precisely the tropical Teichmüller space introduced by Chan–Melo–Viviani as
a simplicial completion of Culler–Vogtmann Outer space. As a consequence, Outer
space turns out to be a strong deformation retract of the locus of smooth Mumford
curves in$$\overline{{\mathcal
{T}}}_g$$T¯g.
author:
- first_name: Martin
full_name: Ulirsch, Martin
id: '114697'
last_name: Ulirsch
citation:
ama: Ulirsch M. A non-Archimedean analogue of Teichmüller space and its tropicalization.
Selecta Mathematica. 2021;27(3):39. doi:10.1007/s00029-021-00651-4
apa: Ulirsch, M. (2021). A non-Archimedean analogue of Teichmüller space and its
tropicalization. Selecta Mathematica, 27(3), 39. https://doi.org/10.1007/s00029-021-00651-4
bibtex: '@article{Ulirsch_2021, title={A non-Archimedean analogue of Teichmüller
space and its tropicalization}, volume={27}, DOI={10.1007/s00029-021-00651-4},
number={3}, journal={Selecta Mathematica}, publisher={Springer Science and Business
Media LLC}, author={Ulirsch, Martin}, year={2021}, pages={39} }'
chicago: 'Ulirsch, Martin. “A Non-Archimedean Analogue of Teichmüller Space and
Its Tropicalization.” Selecta Mathematica 27, no. 3 (2021): 39. https://doi.org/10.1007/s00029-021-00651-4.'
ieee: 'M. Ulirsch, “A non-Archimedean analogue of Teichmüller space and its tropicalization,”
Selecta Mathematica, vol. 27, no. 3, p. 39, 2021, doi: 10.1007/s00029-021-00651-4.'
mla: Ulirsch, Martin. “A Non-Archimedean Analogue of Teichmüller Space and Its Tropicalization.”
Selecta Mathematica, vol. 27, no. 3, Springer Science and Business Media
LLC, 2021, p. 39, doi:10.1007/s00029-021-00651-4.
short: M. Ulirsch, Selecta Mathematica 27 (2021) 39.
date_created: 2026-07-08T06:48:52Z
date_updated: 2026-07-09T06:47:29Z
doi: 10.1007/s00029-021-00651-4
intvolume: ' 27'
issue: '3'
language:
- iso: eng
page: '39'
publication: Selecta Mathematica
publication_identifier:
issn:
- 1022-1824
- 1420-9020
publication_status: published
publisher: Springer Science and Business Media LLC
status: public
title: A non-Archimedean analogue of Teichmüller space and its tropicalization
type: journal_article
user_id: '82981'
volume: 27
year: '2021'
...
---
_id: '54533'
author:
- first_name: Maike
full_name: Bauer, Maike
id: '29647'
last_name: Bauer
- first_name: Peter
full_name: Hohwiller, Peter
id: '62925'
last_name: Hohwiller
orcid: 0000-0002-1182-6364
citation:
ama: Bauer M, Hohwiller P. How to tell machines what to do. Wissenschaftler(innen)biografien
in einem Padlet darstellen. Der fremdsprachliche Unterricht Englisch. 2021;174:36-41.
apa: Bauer, M., & Hohwiller, P. (2021). How to tell machines what to do. Wissenschaftler(innen)biografien
in einem Padlet darstellen. Der fremdsprachliche Unterricht Englisch, 174,
36–41.
bibtex: '@article{Bauer_Hohwiller_2021, title={How to tell machines what to do.
Wissenschaftler(innen)biografien in einem Padlet darstellen}, volume={174}, journal={Der
fremdsprachliche Unterricht Englisch}, author={Bauer, Maike and Hohwiller, Peter},
year={2021}, pages={36–41} }'
chicago: 'Bauer, Maike, and Peter Hohwiller. “How to tell machines what to do. Wissenschaftler(innen)biografien
in einem Padlet darstellen.” Der fremdsprachliche Unterricht Englisch 174
(2021): 36–41.'
ieee: M. Bauer and P. Hohwiller, “How to tell machines what to do. Wissenschaftler(innen)biografien
in einem Padlet darstellen,” Der fremdsprachliche Unterricht Englisch,
vol. 174, pp. 36–41, 2021.
mla: Bauer, Maike, and Peter Hohwiller. “How to tell machines what to do. Wissenschaftler(innen)biografien
in einem Padlet darstellen.” Der fremdsprachliche Unterricht Englisch,
vol. 174, 2021, pp. 36–41.
short: M. Bauer, P. Hohwiller, Der fremdsprachliche Unterricht Englisch 174 (2021)
36–41.
date_created: 2024-05-31T13:14:55Z
date_updated: 2026-08-13T06:33:15Z
intvolume: ' 174'
language:
- iso: ger
page: 36-41
publication: Der fremdsprachliche Unterricht Englisch
status: public
title: How to tell machines what to do. Wissenschaftler(innen)biografien in einem
Padlet darstellen
type: journal_article
user_id: '62925'
volume: 174
year: '2021'
...
---
_id: '65864'
author:
- first_name: Joachim
full_name: Gassen, Joachim
last_name: Gassen
- first_name: Urska
full_name: Kosi, Urska
id: '54068'
last_name: Kosi
orcid: 0009-0009-2545-5929
citation:
ama: 'Gassen J, Kosi U. Bankruptcies: A victim of the corona crisis? TRR 266 Accounting
for Transparency. Bankruptcies: A victim of the corona crisis?. 2021.'
apa: 'Gassen, J., & Kosi, U. (2021). Bankruptcies: A victim of the corona crisis?
TRR 266 Accounting for Transparency. Bankruptcies: A Victim of the Corona Crisis?'
bibtex: '@article{Gassen_Kosi_2021, title={Bankruptcies: A victim of the corona
crisis? TRR 266 Accounting for Transparency.}, journal={Bankruptcies: A victim
of the corona crisis?}, author={Gassen, Joachim and Kosi, Urska}, year={2021}
}'
chicago: 'Gassen, Joachim, and Urska Kosi. “Bankruptcies: A Victim of the Corona
Crisis? TRR 266 Accounting for Transparency.” Bankruptcies: A Victim of the
Corona Crisis?, 2021.'
ieee: 'J. Gassen and U. Kosi, “Bankruptcies: A victim of the corona crisis? TRR
266 Accounting for Transparency.,” Bankruptcies: A victim of the corona crisis?,
2021.'
mla: 'Gassen, Joachim, and Urska Kosi. “Bankruptcies: A Victim of the Corona Crisis?
TRR 266 Accounting for Transparency.” Bankruptcies: A Victim of the Corona
Crisis?, 2021.'
short: 'J. Gassen, U. Kosi, Bankruptcies: A Victim of the Corona Crisis? (2021).'
date_created: 2026-06-15T08:41:10Z
date_updated: 2026-08-25T09:52:56Z
department:
- _id: '186'
- _id: '551'
- _id: '635'
language:
- iso: eng
main_file_link:
- open_access: '1'
url: https://www.accounting-for-transparency.de/bankruptcies-a-victim-of-the-corona-crisis/
oa: '1'
publication: 'Bankruptcies: A victim of the corona crisis?'
publication_date: '2021'
publication_status: published
status: public
title: 'Bankruptcies: A victim of the corona crisis? TRR 266 Accounting for Transparency.'
type: newspaper_article
user_id: '15866'
year: '2021'
...
---
_id: '60917'
author:
- first_name: Kerstin
full_name: Göbel, Kerstin
last_name: Göbel
- first_name: Bernd
full_name: Frankemölle, Bernd
id: '118361'
last_name: Frankemölle
orcid: https://orcid.org/0009-0001-4040-9420
citation:
ama: 'Göbel K, Frankemölle B. Interkulturalität und Wohlbefinden im Schulkontext.
In: Handbuch Stress und Kultur. 2nd ed. Springer Fachmedien Wiesbaden;
2021:645-661. doi:10.1007/987-3-658-27789-5_30'
apa: Göbel, K., & Frankemölle, B. (2021). Interkulturalität und Wohlbefinden
im Schulkontext. In Handbuch Stress und Kultur (2nd ed., pp. 645–661).
Springer Fachmedien Wiesbaden. https://doi.org/10.1007/987-3-658-27789-5_30
bibtex: '@inbook{Göbel_Frankemölle_2021, place={Wiesbaden}, edition={2}, title={Interkulturalität
und Wohlbefinden im Schulkontext}, DOI={10.1007/987-3-658-27789-5_30},
booktitle={Handbuch Stress und Kultur}, publisher={Springer Fachmedien Wiesbaden},
author={Göbel, Kerstin and Frankemölle, Bernd}, year={2021}, pages={645–661} }'
chicago: 'Göbel, Kerstin, and Bernd Frankemölle. “Interkulturalität und Wohlbefinden
im Schulkontext.” In Handbuch Stress und Kultur, 2nd ed., 645–61. Wiesbaden:
Springer Fachmedien Wiesbaden, 2021. https://doi.org/10.1007/987-3-658-27789-5_30.'
ieee: 'K. Göbel and B. Frankemölle, “Interkulturalität und Wohlbefinden im Schulkontext,”
in Handbuch Stress und Kultur, 2nd ed., Wiesbaden: Springer Fachmedien
Wiesbaden, 2021, pp. 645–661.'
mla: Göbel, Kerstin, and Bernd Frankemölle. “Interkulturalität und Wohlbefinden
im Schulkontext.” Handbuch Stress und Kultur, 2nd ed., Springer Fachmedien
Wiesbaden, 2021, pp. 645–61, doi:10.1007/987-3-658-27789-5_30.
short: 'K. Göbel, B. Frankemölle, in: Handbuch Stress und Kultur, 2nd ed., Springer
Fachmedien Wiesbaden, Wiesbaden, 2021, pp. 645–661.'
date_created: 2025-08-11T15:32:36Z
date_updated: 2026-08-26T08:34:24Z
doi: 10.1007/987-3-658-27789-5_30
edition: '2'
extern: '1'
language:
- iso: ger
page: 645-661
place: Wiesbaden
publication: Handbuch Stress und Kultur
publication_identifier:
isbn:
- '9783658278250'
- '9783658278250'
publication_status: published
publisher: Springer Fachmedien Wiesbaden
status: public
title: Interkulturalität und Wohlbefinden im Schulkontext
type: book_chapter
user_id: '118361'
year: '2021'
...