---
_id: '45552'
abstract:
- lang: eng
text: 'The field of teaching technologies is in constant interplay between educational
and industrial advances. Since the beginning of the twenty-first century, digitalization
and automatization have become increasingly important. In industrial and social
life, we see similar fast-moving developments. These factors challenge education,
specifically vocational education, greatly, and raise two very different, yet
very much connected questions: how to prepare students for their vocational lives
and how to prepare teachers to communicate the necessary competencies to their
students? This chapter provides an overview of advances, challenges, and possible
solutions, focusing on the three key fields of vocational education in Germany:
Industry 4.0, Education 4.0, and innovative teacher education. Most importantly,
however, the text examines the continuous interplay between and among these fields.
The beginning of the chapter is dedicated to vocational teacher education, in
accordance with industrial and educational advances. Specifying this, characteristics
of Industry 4.0, as well as students'' and teachers'' perceptions of Industry
4.0, are discussed. This is followed by an introduction to the concept of so-called
learning factories as a possible way of integrating aspects of Industry 4.0 in
German vocational schools. The end of the chapter is dedicated to the required
changes in educational settings today and in the future. Though Industry 4.0,
Education 4.0, and innovative teacher education are each widely discussed in the
current literature, the interplay of all three fields reveals a research gap.
This chapter tries to close this gap and provide an important contribution to
the research field.'
author:
- first_name: Gabriela
full_name: Jonas-Ahrend, Gabriela
id: '77633'
last_name: Jonas-Ahrend
orcid: 0000-0003-3898-954X
- first_name: Mats
full_name: Vernholz, Mats
id: '76955'
last_name: Vernholz
orcid: 0000-0001-5175-357X
- first_name: Katrin
full_name: Temmen, Katrin
id: '30086'
last_name: Temmen
citation:
ama: 'Jonas-Ahrend G, Vernholz M, Temmen K. Teaching Technologies: Continuous Interplay
Between Educational and Industrial Advances. In: Craig CJ, Mena J, Kane RG, eds.
Teacher Education in the Wake of Covid-19 . Vol 41. Advances in Research
on Teaching, Vol.41. Emerald Publishing Limited; 2023:175-191. doi:10.1108/s1479-368720230000041019'
apa: 'Jonas-Ahrend, G., Vernholz, M., & Temmen, K. (2023). Teaching Technologies:
Continuous Interplay Between Educational and Industrial Advances. In C. J. Craig,
J. Mena, & R. G. Kane (Eds.), Teacher Education in the Wake of Covid-19
(Vol. 41, pp. 175–191). Emerald Publishing Limited. https://doi.org/10.1108/s1479-368720230000041019'
bibtex: '@inbook{Jonas-Ahrend_Vernholz_Temmen_2023, place={Bingley}, series={Advances
in Research on Teaching, Vol.41}, title={Teaching Technologies: Continuous Interplay
Between Educational and Industrial Advances}, volume={41}, DOI={10.1108/s1479-368720230000041019},
booktitle={Teacher Education in the Wake of Covid-19 }, publisher={Emerald Publishing
Limited}, author={Jonas-Ahrend, Gabriela and Vernholz, Mats and Temmen, Katrin},
editor={Craig, Cheryl J. and Mena, Juanjo and Kane, Ruth G.}, year={2023}, pages={175–191},
collection={Advances in Research on Teaching, Vol.41} }'
chicago: 'Jonas-Ahrend, Gabriela, Mats Vernholz, and Katrin Temmen. “Teaching Technologies:
Continuous Interplay Between Educational and Industrial Advances.” In Teacher
Education in the Wake of Covid-19 , edited by Cheryl J. Craig, Juanjo Mena,
and Ruth G. Kane, 41:175–91. Advances in Research on Teaching, Vol.41. Bingley:
Emerald Publishing Limited, 2023. https://doi.org/10.1108/s1479-368720230000041019.'
ieee: 'G. Jonas-Ahrend, M. Vernholz, and K. Temmen, “Teaching Technologies: Continuous
Interplay Between Educational and Industrial Advances,” in Teacher Education
in the Wake of Covid-19 , vol. 41, C. J. Craig, J. Mena, and R. G. Kane, Eds.
Bingley: Emerald Publishing Limited, 2023, pp. 175–191.'
mla: 'Jonas-Ahrend, Gabriela, et al. “Teaching Technologies: Continuous Interplay
Between Educational and Industrial Advances.” Teacher Education in the Wake
of Covid-19 , edited by Cheryl J. Craig et al., vol. 41, Emerald Publishing
Limited, 2023, pp. 175–91, doi:10.1108/s1479-368720230000041019.'
short: 'G. Jonas-Ahrend, M. Vernholz, K. Temmen, in: C.J. Craig, J. Mena, R.G. Kane
(Eds.), Teacher Education in the Wake of Covid-19 , Emerald Publishing Limited,
Bingley, 2023, pp. 175–191.'
date_created: 2023-06-09T05:13:44Z
date_updated: 2023-06-21T13:23:31Z
ddc:
- '370'
- '600'
department:
- _id: '300'
doi: 10.1108/s1479-368720230000041019
editor:
- first_name: Cheryl J.
full_name: Craig, Cheryl J.
last_name: Craig
- first_name: Juanjo
full_name: Mena, Juanjo
last_name: Mena
- first_name: Ruth G.
full_name: Kane, Ruth G.
last_name: Kane
file:
- access_level: local
content_type: application/pdf
creator: maver001
date_created: 2023-06-09T05:24:00Z
date_updated: 2023-06-21T13:23:30Z
file_id: '45556'
file_name: Teaching Technologies_Continuous interplay between educational and industrial
advances_JonasAhrend_Vernholz_Temmen.pdf
file_size: 376087
relation: main_file
file_date_updated: 2023-06-21T13:23:30Z
has_accepted_license: '1'
intvolume: ' 41'
language:
- iso: eng
page: 175-191
place: Bingley
publication: 'Teacher Education in the Wake of Covid-19 '
publication_identifier:
isbn:
- '9781804554630'
issn:
- 1479-3687
publication_status: published
publisher: Emerald Publishing Limited
series_title: Advances in Research on Teaching, Vol.41
status: public
title: 'Teaching Technologies: Continuous Interplay Between Educational and Industrial
Advances'
type: book_chapter
user_id: '76955'
volume: 41
year: '2023'
...
---
_id: '45712'
author:
- first_name: Uta
full_name: Häsel-Weide, Uta
id: '60267'
last_name: Häsel-Weide
citation:
ama: Häsel-Weide U. Inklusiver Mathematikunterricht. Mathematiklernen in Vielfalt
von Kompetenzen, Wegen und Lernsituationen. Die Grundschulzeitschrift.
2023;(339):6-11.
apa: Häsel-Weide, U. (2023). Inklusiver Mathematikunterricht. Mathematiklernen
in Vielfalt von Kompetenzen, Wegen und Lernsituationen. Die Grundschulzeitschrift,
339, 6–11.
bibtex: '@article{Häsel-Weide_2023, title={ Inklusiver Mathematikunterricht. Mathematiklernen
in Vielfalt von Kompetenzen, Wegen und Lernsituationen}, number={339}, journal={Die
Grundschulzeitschrift}, publisher={Friedrich Verlag}, author={Häsel-Weide, Uta},
year={2023}, pages={6–11} }'
chicago: 'Häsel-Weide, Uta. “ Inklusiver Mathematikunterricht. Mathematiklernen
in Vielfalt von Kompetenzen, Wegen und Lernsituationen.” Die Grundschulzeitschrift,
no. 339 (2023): 6–11.'
ieee: U. Häsel-Weide, “ Inklusiver Mathematikunterricht. Mathematiklernen in Vielfalt
von Kompetenzen, Wegen und Lernsituationen,” Die Grundschulzeitschrift,
no. 339, pp. 6–11, 2023.
mla: Häsel-Weide, Uta. “ Inklusiver Mathematikunterricht. Mathematiklernen in Vielfalt
von Kompetenzen, Wegen und Lernsituationen.” Die Grundschulzeitschrift,
no. 339, Friedrich Verlag, 2023, pp. 6–11.
short: U. Häsel-Weide, Die Grundschulzeitschrift (2023) 6–11.
date_created: 2023-06-22T09:28:22Z
date_updated: 2023-06-22T09:34:13Z
department:
- _id: '543'
issue: '339'
language:
- iso: ger
page: 6-11
publication: Die Grundschulzeitschrift
publisher: Friedrich Verlag
related_material:
link:
- relation: other
url: https://www.friedrich-verlag.de/grundschule/die-grundschulzeitschrift/mathematikunterricht-inklusiv-5991
status: public
title: ' Inklusiver Mathematikunterricht. Mathematiklernen in Vielfalt von Kompetenzen,
Wegen und Lernsituationen'
type: journal_article
user_id: '44184'
year: '2023'
...
---
_id: '45713'
author:
- first_name: Lara Marie
full_name: Graf, Lara Marie
id: '89837'
last_name: Graf
- first_name: Inga
full_name: Wienhues, Inga
id: '61635'
last_name: Wienhues
- first_name: Uta
full_name: Häsel-Weide, Uta
id: '60267'
last_name: Häsel-Weide
citation:
ama: Graf LM, Wienhues I, Häsel-Weide U. Addition und Subtraktion verstehen. Die
Grundschulzeitschrift. 2023;(339):20-23.
apa: Graf, L. M., Wienhues, I., & Häsel-Weide, U. (2023). Addition und Subtraktion
verstehen. Die Grundschulzeitschrift, 339, 20–23.
bibtex: '@article{Graf_Wienhues_Häsel-Weide_2023, title={Addition und Subtraktion
verstehen}, number={339}, journal={Die Grundschulzeitschrift}, publisher={Friedrich
Verlag}, author={Graf, Lara Marie and Wienhues, Inga and Häsel-Weide, Uta}, year={2023},
pages={20–23} }'
chicago: 'Graf, Lara Marie, Inga Wienhues, and Uta Häsel-Weide. “Addition und Subtraktion
verstehen.” Die Grundschulzeitschrift, no. 339 (2023): 20–23.'
ieee: L. M. Graf, I. Wienhues, and U. Häsel-Weide, “Addition und Subtraktion verstehen,”
Die Grundschulzeitschrift, no. 339, pp. 20–23, 2023.
mla: Graf, Lara Marie, et al. “Addition und Subtraktion verstehen.” Die Grundschulzeitschrift,
no. 339, Friedrich Verlag, 2023, pp. 20–23.
short: L.M. Graf, I. Wienhues, U. Häsel-Weide, Die Grundschulzeitschrift (2023)
20–23.
date_created: 2023-06-22T09:33:59Z
date_updated: 2023-06-22T09:34:18Z
department:
- _id: '543'
issue: '339'
language:
- iso: ger
page: 20-23
publication: Die Grundschulzeitschrift
publisher: Friedrich Verlag
related_material:
link:
- relation: other
url: https://www.friedrich-verlag.de/grundschule/die-grundschulzeitschrift/mathematikunterricht-inklusiv-5991
status: public
title: Addition und Subtraktion verstehen
type: journal_article
user_id: '44184'
year: '2023'
...
---
_id: '45793'
abstract:
- lang: eng
text: The global megatrends of digitization and sustainability lead to new challenges
for the design and management of technical products in industrial companies. Product
management - as the bridge between market and company - has the task to absorb
and combine the manifold requirements and make the right product-related decisions.
In the process, product management is confronted with heterogeneous information,
rapidly changing portfolio components, as well as increasing product, and organizational
complexity. Combining and utilizing data from different sources, e.g., product
usage data and social media data leads to promising potentials to improve the
quality of product-related decisions. In this paper, we reinforce the need for
data-driven product management as an interdisciplinary field of action. The state
of data-driven product management in practice was analyzed by conducting workshops
with six manufacturing companies and hosting a focus group meeting with experts
from different industries. We investigate the expectations and derive requirements
leading us to open research questions, a vision for data-driven product management,
and a research agenda to shape future research efforts.
author:
- first_name: Khoren
full_name: Grigoryan, Khoren
last_name: Grigoryan
- first_name: Timm
full_name: Fichtler, Timm
id: '66731'
last_name: Fichtler
orcid: https://orcid.org/0000-0001-6034-4399
- first_name: Nick
full_name: Schreiner, Nick
last_name: Schreiner
- first_name: Martin
full_name: Rabe, Martin
last_name: Rabe
- first_name: Melina
full_name: Panzner, Melina
id: '72658'
last_name: Panzner
- first_name: Arno
full_name: Kühn, Arno
last_name: Kühn
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
- first_name: Christian
full_name: Koldewey, Christian
id: '43136'
last_name: Koldewey
orcid: https://orcid.org/0000-0001-7992-6399
citation:
ama: 'Grigoryan K, Fichtler T, Schreiner N, et al. Data-Driven Product Management:
A Practitioner-Driven Research Agenda. In: Procedia CIRP 33. ; 2023.'
apa: 'Grigoryan, K., Fichtler, T., Schreiner, N., Rabe, M., Panzner, M., Kühn, A.,
Dumitrescu, R., & Koldewey, C. (2023). Data-Driven Product Management: A Practitioner-Driven
Research Agenda. Procedia CIRP 33. 33rd CIRP Design Conference, Sydney.'
bibtex: '@inproceedings{Grigoryan_Fichtler_Schreiner_Rabe_Panzner_Kühn_Dumitrescu_Koldewey_2023,
title={Data-Driven Product Management: A Practitioner-Driven Research Agenda},
booktitle={Procedia CIRP 33}, author={Grigoryan, Khoren and Fichtler, Timm and
Schreiner, Nick and Rabe, Martin and Panzner, Melina and Kühn, Arno and Dumitrescu,
Roman and Koldewey, Christian}, year={2023} }'
chicago: 'Grigoryan, Khoren, Timm Fichtler, Nick Schreiner, Martin Rabe, Melina
Panzner, Arno Kühn, Roman Dumitrescu, and Christian Koldewey. “Data-Driven Product
Management: A Practitioner-Driven Research Agenda.” In Procedia CIRP 33,
2023.'
ieee: 'K. Grigoryan et al., “Data-Driven Product Management: A Practitioner-Driven
Research Agenda,” presented at the 33rd CIRP Design Conference, Sydney, 2023.'
mla: 'Grigoryan, Khoren, et al. “Data-Driven Product Management: A Practitioner-Driven
Research Agenda.” Procedia CIRP 33, 2023.'
short: 'K. Grigoryan, T. Fichtler, N. Schreiner, M. Rabe, M. Panzner, A. Kühn, R.
Dumitrescu, C. Koldewey, in: Procedia CIRP 33, 2023.'
conference:
location: Sydney
name: 33rd CIRP Design Conference
date_created: 2023-06-27T13:46:45Z
date_updated: 2023-06-27T13:57:42Z
department:
- _id: '563'
- _id: '241'
keyword:
- Product Management
- Data Analytics
- Data-Driven Design
- Product-related data
- Lifecycle Data
- Tool-support
language:
- iso: eng
publication: Procedia CIRP 33
status: public
title: 'Data-Driven Product Management: A Practitioner-Driven Research Agenda'
type: conference
user_id: '66731'
year: '2023'
...
---
_id: '45812'
author:
- first_name: Leon
full_name: Özcan, Leon
id: '45137'
last_name: Özcan
- first_name: Timm
full_name: Fichtler, Timm
id: '66731'
last_name: Fichtler
orcid: https://orcid.org/0000-0001-6034-4399
- first_name: Benjamin
full_name: Kasten, Benjamin
last_name: Kasten
- first_name: Christian
full_name: Koldewey, Christian
id: '43136'
last_name: Koldewey
orcid: https://orcid.org/0000-0001-7992-6399
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: 'Özcan L, Fichtler T, Kasten B, Koldewey C, Dumitrescu R. Interview Study on
Strategy Options for Platform Operation in B2B Markets. In: ; 2023.'
apa: Özcan, L., Fichtler, T., Kasten, B., Koldewey, C., & Dumitrescu, R. (2023).
Interview Study on Strategy Options for Platform Operation in B2B Markets.
ISPIM Innovation Conference, Ljubljana.
bibtex: '@inproceedings{Özcan_Fichtler_Kasten_Koldewey_Dumitrescu_2023, title={Interview
Study on Strategy Options for Platform Operation in B2B Markets}, author={Özcan,
Leon and Fichtler, Timm and Kasten, Benjamin and Koldewey, Christian and Dumitrescu,
Roman}, year={2023} }'
chicago: Özcan, Leon, Timm Fichtler, Benjamin Kasten, Christian Koldewey, and Roman
Dumitrescu. “Interview Study on Strategy Options for Platform Operation in B2B
Markets,” 2023.
ieee: L. Özcan, T. Fichtler, B. Kasten, C. Koldewey, and R. Dumitrescu, “Interview
Study on Strategy Options for Platform Operation in B2B Markets,” presented at
the ISPIM Innovation Conference, Ljubljana, 2023.
mla: Özcan, Leon, et al. Interview Study on Strategy Options for Platform Operation
in B2B Markets. 2023.
short: 'L. Özcan, T. Fichtler, B. Kasten, C. Koldewey, R. Dumitrescu, in: 2023.'
conference:
location: Ljubljana
name: ISPIM Innovation Conference
date_created: 2023-06-28T11:18:12Z
date_updated: 2023-06-28T11:18:31Z
department:
- _id: '563'
keyword:
- Digital Platform
- Platform Strategy
- Strategic Management
- Platform Life Cycle
- Interview Study
- Business Model
- Business-to-Business
- Two-sided Market
- Multi-sided Market
language:
- iso: eng
status: public
title: Interview Study on Strategy Options for Platform Operation in B2B Markets
type: conference
user_id: '66731'
year: '2023'
...
---
_id: '33734'
abstract:
- lang: eng
text: 'Many applications require explainable node classification in knowledge graphs.
Towards this end, a popular ``white-box'''' approach is class expression learning:
Given sets of positive and negative nodes, class expressions in description logics
are learned that separate positive from negative nodes. Most existing approaches
are search-based approaches generating many candidate class expressions and selecting
the best one. However, they often take a long time to find suitable class expressions.
In this paper, we cast class expression learning as a translation problem and
propose a new family of class expression learning approaches which we dub neural
class expression synthesizers. Training examples are ``translated'''' into class
expressions in a fashion akin to machine translation. Consequently, our synthesizers
are not subject to the runtime limitations of search-based approaches. We study
three instances of this novel family of approaches based on LSTMs, GRUs, and set
transformers, respectively. An evaluation of our approach on four benchmark datasets
suggests that it can effectively synthesize high-quality class expressions with
respect to the input examples in approximately one second on average. Moreover,
a comparison to state-of-the-art approaches suggests that we achieve better F-measures
on large datasets. For reproducibility purposes, we provide our implementation
as well as pretrained models in our public GitHub repository at https://github.com/dice-group/NeuralClassExpressionSynthesis'
author:
- first_name: N'Dah Jean
full_name: KOUAGOU, N'Dah Jean
id: '87189'
last_name: KOUAGOU
- first_name: Stefan
full_name: Heindorf, Stefan
id: '11871'
last_name: Heindorf
orcid: 0000-0002-4525-6865
- first_name: Caglar
full_name: Demir, Caglar
id: '43817'
last_name: Demir
- first_name: Axel-Cyrille
full_name: Ngonga Ngomo, Axel-Cyrille
id: '65716'
last_name: Ngonga Ngomo
citation:
ama: 'KOUAGOU NJ, Heindorf S, Demir C, Ngonga Ngomo A-C. Neural Class Expression
Synthesis. In: Pesquita C, Jimenez-Ruiz E, McCusker J, et al., eds. The Semantic
Web - 20th Extended Semantic Web Conference (ESWC 2023). Vol 13870. Springer
International Publishing; 2023:209-226. doi:https://doi.org/10.1007/978-3-031-33455-9_13'
apa: KOUAGOU, N. J., Heindorf, S., Demir, C., & Ngonga Ngomo, A.-C. (2023).
Neural Class Expression Synthesis. In C. Pesquita, E. Jimenez-Ruiz, J. McCusker,
D. Faria, M. Dragoni, A. Dimou, R. Troncy, & S. Hertling (Eds.), The Semantic
Web - 20th Extended Semantic Web Conference (ESWC 2023) (Vol. 13870, pp. 209–226).
Springer International Publishing. https://doi.org/10.1007/978-3-031-33455-9_13
bibtex: '@inproceedings{KOUAGOU_Heindorf_Demir_Ngonga Ngomo_2023, title={Neural
Class Expression Synthesis}, volume={13870}, DOI={https://doi.org/10.1007/978-3-031-33455-9_13},
booktitle={The Semantic Web - 20th Extended Semantic Web Conference (ESWC 2023)},
publisher={Springer International Publishing}, author={KOUAGOU, N’Dah Jean and
Heindorf, Stefan and Demir, Caglar and Ngonga Ngomo, Axel-Cyrille}, editor={Pesquita,
Catia and Jimenez-Ruiz, Ernesto and McCusker, Jamie and Faria, Daniel and Dragoni,
Mauro and Dimou, Anastasia and Troncy, Raphael and Hertling, Sven}, year={2023},
pages={209–226} }'
chicago: KOUAGOU, N’Dah Jean, Stefan Heindorf, Caglar Demir, and Axel-Cyrille Ngonga
Ngomo. “Neural Class Expression Synthesis.” In The Semantic Web - 20th Extended
Semantic Web Conference (ESWC 2023), edited by Catia Pesquita, Ernesto Jimenez-Ruiz,
Jamie McCusker, Daniel Faria, Mauro Dragoni, Anastasia Dimou, Raphael Troncy,
and Sven Hertling, 13870:209–26. Springer International Publishing, 2023. https://doi.org/10.1007/978-3-031-33455-9_13.
ieee: 'N. J. KOUAGOU, S. Heindorf, C. Demir, and A.-C. Ngonga Ngomo, “Neural Class
Expression Synthesis,” in The Semantic Web - 20th Extended Semantic Web Conference
(ESWC 2023), Hersonissos, Crete, Greece, 2023, vol. 13870, pp. 209–226, doi:
https://doi.org/10.1007/978-3-031-33455-9_13.'
mla: KOUAGOU, N’Dah Jean, et al. “Neural Class Expression Synthesis.” The Semantic
Web - 20th Extended Semantic Web Conference (ESWC 2023), edited by Catia Pesquita
et al., vol. 13870, Springer International Publishing, 2023, pp. 209–26, doi:https://doi.org/10.1007/978-3-031-33455-9_13.
short: 'N.J. KOUAGOU, S. Heindorf, C. Demir, A.-C. Ngonga Ngomo, in: C. Pesquita,
E. Jimenez-Ruiz, J. McCusker, D. Faria, M. Dragoni, A. Dimou, R. Troncy, S. Hertling
(Eds.), The Semantic Web - 20th Extended Semantic Web Conference (ESWC 2023),
Springer International Publishing, 2023, pp. 209–226.'
conference:
end_date: 2023-06-01
location: Hersonissos, Crete, Greece
name: 20th Extended Semantic Web Conference
start_date: 2023-05-28
date_created: 2022-10-15T19:20:11Z
date_updated: 2023-07-02T18:10:02Z
department:
- _id: '574'
- _id: '760'
doi: https://doi.org/10.1007/978-3-031-33455-9_13
editor:
- first_name: Catia
full_name: Pesquita, Catia
last_name: Pesquita
- first_name: Ernesto
full_name: Jimenez-Ruiz, Ernesto
last_name: Jimenez-Ruiz
- first_name: Jamie
full_name: McCusker, Jamie
last_name: McCusker
- first_name: Daniel
full_name: Faria, Daniel
last_name: Faria
- first_name: Mauro
full_name: Dragoni, Mauro
last_name: Dragoni
- first_name: Anastasia
full_name: Dimou, Anastasia
last_name: Dimou
- first_name: Raphael
full_name: Troncy, Raphael
last_name: Troncy
- first_name: Sven
full_name: Hertling, Sven
last_name: Hertling
external_id:
unknown:
- https://link.springer.com/chapter/10.1007/978-3-031-33455-9_13
intvolume: ' 13870'
keyword:
- Neural network
- Concept learning
- Description logics
language:
- iso: eng
main_file_link:
- open_access: '1'
url: https://2023.eswc-conferences.org/wp-content/uploads/2023/05/paper_Kouagou_2023_Neural.pdf
oa: '1'
page: 209 - 226
project:
- _id: '410'
name: 'KnowGraphs: KnowGraphs: Knowledge Graphs at Scale'
- _id: '407'
grant_number: '101070305'
name: 'ENEXA: Efficient Explainable Learning on Knowledge Graphs'
- _id: '285'
grant_number: NW21-059D
name: 'SAIL: SAIL: SustAInable Life-cycle of Intelligent Socio-Technical Systems'
publication: The Semantic Web - 20th Extended Semantic Web Conference (ESWC 2023)
publication_identifier:
unknown:
- 978-3-031-33455-9
publication_status: published
publisher: Springer International Publishing
status: public
title: Neural Class Expression Synthesis
type: conference
user_id: '11871'
volume: 13870
year: '2023'
...
---
_id: '44323'
abstract:
- lang: eng
text: "Reading between the lines has so far been reserved for humans. The present
dissertation addresses this research gap using machine learning methods.\r\nImplicit
expressions are not comprehensible by computers and cannot be localized in the
text. However, many texts arise on interpersonal topics that, unlike commercial
evaluation texts, often imply information only by means of longer phrases. Examples
are the kindness and the attentiveness of a doctor, which are only paraphrased
(“he didn’t even look me in the eye”). The analysis of such data, especially the
identification and localization of implicit statements, is a research gap (1).
This work uses so-called Aspect-based Sentiment Analysis as a method for this
purpose. It remains open how the aspect categories to be extracted can be discovered
and thematically delineated based on the data (2). Furthermore, it is not yet
explored how a collection of tools should look like, with which implicit phrases
can be identified and thus made explicit\r\n(3). Last, it is an open question
how to correlate the identified phrases from the text data with other data, including
the investigation of the relationship between quantitative scores (e.g., school
grades) and the thematically related text (4). Based on these research gaps, the
research question is posed as follows: Using text mining methods, how can implicit
rating content be properly interpreted and thus made explicit before it is automatically
categorized and quantified?\r\nThe uniqueness of this dissertation is based on
the automated recognition of implicit linguistic statements alongside explicit
statements. These are identified in unstructured text data so that features expressed
only in the text can later be compared across data sources, even though they were
not included in rating categories such as stars or school grades. German-language
physician ratings from websites in three countries serve as the sample domain.
The solution approach consists of data creation, a pipeline for text processing
and analyses based on this. In the data creation, aspect classes are identified
and delineated across platforms and marked in text data. This results in six datasets
with over 70,000 annotated sentences and detailed guidelines. The models that
were created based on the training data extract and categorize the aspects. In
addition, the sentiment polarity and the evaluation weight, i. e., the importance
of each phrase, are determined. The models, which are combined in a pipeline,
are used in a prototype in the form of a web application. The analyses built on
the pipeline quantify the rating contents by linking the obtained information
with further data, thus allowing new insights.\r\nAs a result, a toolbox is provided
to identify quantifiable rating content and categories using text mining for a
sample domain. This is used to evaluate the approach, which in principle can also
be adapted to any other domain."
author:
- first_name: Joschka
full_name: Kersting, Joschka
id: '58701'
last_name: Kersting
citation:
ama: Kersting J. Identifizierung quantifizierbarer Bewertungsinhalte und -kategorien
mittels Text Mining. Universität der Bundeswehr München ; 2023.
apa: Kersting, J. (2023). Identifizierung quantifizierbarer Bewertungsinhalte
und -kategorien mittels Text Mining. Universität der Bundeswehr München .
bibtex: '@book{Kersting_2023, place={Neubiberg}, title={Identifizierung quantifizierbarer
Bewertungsinhalte und -kategorien mittels Text Mining}, publisher={Universität
der Bundeswehr München }, author={Kersting, Joschka}, year={2023} }'
chicago: 'Kersting, Joschka. Identifizierung quantifizierbarer Bewertungsinhalte
und -kategorien mittels Text Mining. Neubiberg: Universität der Bundeswehr
München , 2023.'
ieee: 'J. Kersting, Identifizierung quantifizierbarer Bewertungsinhalte und -kategorien
mittels Text Mining. Neubiberg: Universität der Bundeswehr München , 2023.'
mla: Kersting, Joschka. Identifizierung quantifizierbarer Bewertungsinhalte und
-kategorien mittels Text Mining. Universität der Bundeswehr München , 2023.
short: J. Kersting, Identifizierung quantifizierbarer Bewertungsinhalte und -kategorien
mittels Text Mining, Universität der Bundeswehr München , Neubiberg, 2023.
date_created: 2023-05-02T12:54:00Z
date_updated: 2023-07-03T12:29:50Z
department:
- _id: '579'
- _id: '7'
language:
- iso: ger
page: '208'
place: Neubiberg
project:
- _id: '1'
grant_number: '160364472'
name: 'SFB 901: SFB 901'
- _id: '3'
name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '9'
grant_number: '160364472'
name: 'SFB 901 - B1: SFB 901 - Subproject B1'
publication_status: published
publisher: 'Universität der Bundeswehr München '
related_material:
link:
- relation: supplementary_material
url: https://athene-forschung.unibw.de/145003
status: public
supervisor:
- first_name: Michaela
full_name: Geierhos, Michaela
id: '42496'
last_name: Geierhos
orcid: 0000-0002-8180-5606
title: Identifizierung quantifizierbarer Bewertungsinhalte und -kategorien mittels
Text Mining
type: dissertation
user_id: '58701'
year: '2023'
...
---
_id: '45875'
author:
- first_name: Thorsten
full_name: Götte, Thorsten
id: '34727'
last_name: Götte
- first_name: Till
full_name: Knollmann, Till
id: '39241'
last_name: Knollmann
orcid: 0000-0003-2014-4696
- first_name: Friedhelm
full_name: Meyer auf der Heide, Friedhelm
id: '15523'
last_name: Meyer auf der Heide
- first_name: Christian
full_name: Scheideler, Christian
id: '20792'
last_name: Scheideler
- first_name: Julian
full_name: Werthmann, Julian
id: '50024'
last_name: Werthmann
citation:
ama: 'Götte T, Knollmann T, Meyer auf der Heide F, Scheideler C, Werthmann J. Capabilities
and Limitations of Local Strategies in Dynamic Networks. In: Haake C-J, Meyer
auf der Heide F, Platzner M, Wachsmuth H, Wehrheim H, eds. On-The-Fly Computing
-- Individualized IT-Services in Dynamic Markets. Vol 412. Verlagsschriftenreihe
des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:1--20.
doi:10.5281/zenodo.8060372'
apa: Götte, T., Knollmann, T., Meyer auf der Heide, F., Scheideler, C., & Werthmann,
J. (2023). Capabilities and Limitations of Local Strategies in Dynamic Networks.
In C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, & H. Wehrheim
(Eds.), On-The-Fly Computing -- Individualized IT-services in dynamic markets
(Vol. 412, pp. 1--20). Heinz Nixdorf Institut, Universität Paderborn. https://doi.org/10.5281/zenodo.8060372
bibtex: '@inbook{Götte_Knollmann_Meyer auf der Heide_Scheideler_Werthmann_2023,
place={Paderborn}, series={Verlagsschriftenreihe des Heinz Nixdorf Instituts},
title={Capabilities and Limitations of Local Strategies in Dynamic Networks},
volume={412}, DOI={10.5281/zenodo.8060372},
booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets},
publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Götte, Thorsten
and Knollmann, Till and Meyer auf der Heide, Friedhelm and Scheideler, Christian
and Werthmann, Julian}, editor={Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm
and Platzner, Marco and Wachsmuth, Henning and Wehrheim, Heike}, year={2023},
pages={1--20}, collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts}
}'
chicago: 'Götte, Thorsten, Till Knollmann, Friedhelm Meyer auf der Heide, Christian
Scheideler, and Julian Werthmann. “Capabilities and Limitations of Local Strategies
in Dynamic Networks.” In On-The-Fly Computing -- Individualized IT-Services
in Dynamic Markets, edited by Claus-Jochen Haake, Friedhelm Meyer auf der
Heide, Marco Platzner, Henning Wachsmuth, and Heike Wehrheim, 412:1--20. Verlagsschriftenreihe
Des Heinz Nixdorf Instituts. Paderborn: Heinz Nixdorf Institut, Universität Paderborn,
2023. https://doi.org/10.5281/zenodo.8060372.'
ieee: 'T. Götte, T. Knollmann, F. Meyer auf der Heide, C. Scheideler, and J. Werthmann,
“Capabilities and Limitations of Local Strategies in Dynamic Networks,” in On-The-Fly
Computing -- Individualized IT-services in dynamic markets, vol. 412, C.-J.
Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, and H. Wehrheim, Eds.
Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 1--20.'
mla: Götte, Thorsten, et al. “Capabilities and Limitations of Local Strategies in
Dynamic Networks.” On-The-Fly Computing -- Individualized IT-Services in Dynamic
Markets, edited by Claus-Jochen Haake et al., vol. 412, Heinz Nixdorf Institut,
Universität Paderborn, 2023, pp. 1--20, doi:10.5281/zenodo.8060372.
short: 'T. Götte, T. Knollmann, F. Meyer auf der Heide, C. Scheideler, J. Werthmann,
in: C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim
(Eds.), On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets,
Heinz Nixdorf Institut, Universität Paderborn, Paderborn, 2023, pp. 1--20.'
date_created: 2023-07-07T06:21:38Z
date_updated: 2023-07-07T06:21:57Z
ddc:
- '004'
department:
- _id: '7'
doi: 10.5281/zenodo.8060372
editor:
- first_name: Claus-Jochen
full_name: Haake, Claus-Jochen
last_name: Haake
- first_name: Friedhelm
full_name: Meyer auf der Heide, Friedhelm
last_name: Meyer auf der Heide
- first_name: Marco
full_name: Platzner, Marco
last_name: Platzner
- first_name: Henning
full_name: Wachsmuth, Henning
last_name: Wachsmuth
- first_name: Heike
full_name: Wehrheim, Heike
last_name: Wehrheim
file:
- access_level: open_access
content_type: application/pdf
creator: ups
date_created: 2023-07-07T06:20:43Z
date_updated: 2023-07-07T06:20:43Z
file_id: '45876'
file_name: A1-Chapter-SFB-Buch-Final.pdf
file_size: 543715
relation: main_file
file_date_updated: 2023-07-07T06:20:43Z
has_accepted_license: '1'
intvolume: ' 412'
language:
- iso: eng
oa: '1'
page: 1--20
place: Paderborn
project:
- _id: '1'
grant_number: '160364472'
name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
in dynamischen Märkten '
- _id: '2'
name: 'SFB 901 - A: SFB 901 - Project Area A'
- _id: '5'
grant_number: '160364472'
name: 'SFB 901 - A1: SFB 901 - Möglichkeiten und Grenzen lokaler Strategien in dynamischen
Netzen (Subproject A1)'
publication: On-The-Fly Computing -- Individualized IT-services in dynamic markets
publisher: Heinz Nixdorf Institut, Universität Paderborn
series_title: Verlagsschriftenreihe des Heinz Nixdorf Instituts
status: public
title: Capabilities and Limitations of Local Strategies in Dynamic Networks
type: book_chapter
user_id: '477'
volume: 412
year: '2023'
...
---
_id: '45895'
author:
- first_name: Holger
full_name: Karl, Holger
id: '126'
last_name: Karl
- first_name: Marten
full_name: Maack, Marten
id: '88252'
last_name: Maack
- first_name: Friedhelm
full_name: Meyer auf der Heide, Friedhelm
id: '15523'
last_name: Meyer auf der Heide
- first_name: Simon
full_name: Pukrop, Simon
id: '44428'
last_name: Pukrop
- first_name: Adrian
full_name: Redder, Adrian
id: '52265'
last_name: Redder
orcid: https://orcid.org/0000-0001-7391-4688
citation:
ama: 'Karl H, Maack M, Meyer auf der Heide F, Pukrop S, Redder A. On-The-Fly Compute
Centers II: Execution of Composed Services in Configurable Compute Centers. In:
Haake C-J, Meyer auf der Heide F, Platzner M, Wachsmuth H, Wehrheim H, eds. On-The-Fly
Computing -- Individualized IT-Services in Dynamic Markets. Vol 412. Verlagsschriftenreihe
des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:183-202.
doi:10.5281/zenodo.8068664'
apa: 'Karl, H., Maack, M., Meyer auf der Heide, F., Pukrop, S., & Redder, A.
(2023). On-The-Fly Compute Centers II: Execution of Composed Services in Configurable
Compute Centers. In C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth,
& H. Wehrheim (Eds.), On-The-Fly Computing -- Individualized IT-services
in dynamic markets (Vol. 412, pp. 183–202). Heinz Nixdorf Institut, Universität
Paderborn. https://doi.org/10.5281/zenodo.8068664'
bibtex: '@inbook{Karl_Maack_Meyer auf der Heide_Pukrop_Redder_2023, place={Paderborn},
series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={On-The-Fly
Compute Centers II: Execution of Composed Services in Configurable Compute Centers},
volume={412}, DOI={10.5281/zenodo.8068664},
booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets},
publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Karl, Holger
and Maack, Marten and Meyer auf der Heide, Friedhelm and Pukrop, Simon and Redder,
Adrian}, editor={Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm and Platzner,
Marco and Wachsmuth, Henning and Wehrheim, Heike}, year={2023}, pages={183–202},
collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts} }'
chicago: 'Karl, Holger, Marten Maack, Friedhelm Meyer auf der Heide, Simon Pukrop,
and Adrian Redder. “On-The-Fly Compute Centers II: Execution of Composed Services
in Configurable Compute Centers.” In On-The-Fly Computing -- Individualized
IT-Services in Dynamic Markets, edited by Claus-Jochen Haake, Friedhelm Meyer
auf der Heide, Marco Platzner, Henning Wachsmuth, and Heike Wehrheim, 412:183–202.
Verlagsschriftenreihe Des Heinz Nixdorf Instituts. Paderborn: Heinz Nixdorf Institut,
Universität Paderborn, 2023. https://doi.org/10.5281/zenodo.8068664.'
ieee: 'H. Karl, M. Maack, F. Meyer auf der Heide, S. Pukrop, and A. Redder, “On-The-Fly
Compute Centers II: Execution of Composed Services in Configurable Compute Centers,”
in On-The-Fly Computing -- Individualized IT-services in dynamic markets,
vol. 412, C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, and
H. Wehrheim, Eds. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023,
pp. 183–202.'
mla: 'Karl, Holger, et al. “On-The-Fly Compute Centers II: Execution of Composed
Services in Configurable Compute Centers.” On-The-Fly Computing -- Individualized
IT-Services in Dynamic Markets, edited by Claus-Jochen Haake et al., vol.
412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 183–202, doi:10.5281/zenodo.8068664.'
short: 'H. Karl, M. Maack, F. Meyer auf der Heide, S. Pukrop, A. Redder, in: C.-J.
Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim (Eds.),
On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, Heinz Nixdorf
Institut, Universität Paderborn, Paderborn, 2023, pp. 183–202.'
date_created: 2023-07-07T08:24:28Z
date_updated: 2023-07-07T11:16:53Z
ddc:
- '004'
department:
- _id: '7'
doi: 10.5281/zenodo.8068664
editor:
- first_name: Claus-Jochen
full_name: Haake, Claus-Jochen
last_name: Haake
- first_name: Friedhelm
full_name: Meyer auf der Heide, Friedhelm
last_name: Meyer auf der Heide
- first_name: Marco
full_name: Platzner, Marco
last_name: Platzner
- first_name: Henning
full_name: Wachsmuth, Henning
last_name: Wachsmuth
- first_name: Heike
full_name: Wehrheim, Heike
last_name: Wehrheim
file:
- access_level: open_access
content_type: application/pdf
creator: florida
date_created: 2023-07-07T08:24:20Z
date_updated: 2023-07-07T11:16:52Z
file_id: '45896'
file_name: C4-Chapter-SFB-Buch-Final.pdf
file_size: 1803186
relation: main_file
file_date_updated: 2023-07-07T11:16:52Z
has_accepted_license: '1'
intvolume: ' 412'
language:
- iso: eng
oa: '1'
page: 183-202
place: Paderborn
project:
- _id: '1'
grant_number: '160364472'
name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
in dynamischen Märkten '
- _id: '4'
name: 'SFB 901 - C: SFB 901 - Project Area C'
- _id: '16'
grant_number: '160364472'
name: 'SFB 901 - C4: SFB 901 - On-The-Fly Compute Centers II: Ausführung komponierter
Dienste in konfigurierbaren Rechenzentren (Subproject C4)'
publication: On-The-Fly Computing -- Individualized IT-services in dynamic markets
publisher: Heinz Nixdorf Institut, Universität Paderborn
series_title: Verlagsschriftenreihe des Heinz Nixdorf Instituts
status: public
title: 'On-The-Fly Compute Centers II: Execution of Composed Services in Configurable
Compute Centers'
type: book_chapter
user_id: '477'
volume: 412
year: '2023'
...
---
_id: '45901'
author:
- first_name: Johannes
full_name: Blömer, Johannes
id: '23'
last_name: Blömer
- first_name: Jan
full_name: Bobolz, Jan
id: '27207'
last_name: Bobolz
- first_name: Fabian
full_name: Eidens, Fabian
id: '25078'
last_name: Eidens
- first_name: Tibor
full_name: Jager, Tibor
id: '64669'
last_name: Jager
- first_name: Paul
full_name: Kramer, Paul
id: '64594'
last_name: Kramer
citation:
ama: 'Blömer J, Bobolz J, Eidens F, Jager T, Kramer P. Practical Cryptograhic Techniques
for Secure and Privacy-Preserving Customer Loyalty Systems. In: Haake C-J, Meyer
auf der Heide F, Platzner M, Wachsmuth H, Wehrheim H, eds. On-The-Fly Computing
-- Individualized IT-Services in Dynamic Markets. Vol 412. Verlagsschriftenreihe
des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:237-246.
doi:10.5281/zenodo.8068755'
apa: Blömer, J., Bobolz, J., Eidens, F., Jager, T., & Kramer, P. (2023). Practical
Cryptograhic Techniques for Secure and Privacy-Preserving Customer Loyalty Systems.
In C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, & H. Wehrheim
(Eds.), On-The-Fly Computing -- Individualized IT-services in dynamic markets
(Vol. 412, pp. 237–246). Heinz Nixdorf Institut, Universität Paderborn. https://doi.org/10.5281/zenodo.8068755
bibtex: '@inbook{Blömer_Bobolz_Eidens_Jager_Kramer_2023, place={Paderborn}, series={Verlagsschriftenreihe
des Heinz Nixdorf Instituts}, title={Practical Cryptograhic Techniques for Secure
and Privacy-Preserving Customer Loyalty Systems}, volume={412}, DOI={10.5281/zenodo.8068755},
booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets},
publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Blömer, Johannes
and Bobolz, Jan and Eidens, Fabian and Jager, Tibor and Kramer, Paul}, editor={Haake,
Claus-Jochen and Meyer auf der Heide, Friedhelm and Platzner, Marco and Wachsmuth,
Henning and Wehrheim, Heike}, year={2023}, pages={237–246}, collection={Verlagsschriftenreihe
des Heinz Nixdorf Instituts} }'
chicago: 'Blömer, Johannes, Jan Bobolz, Fabian Eidens, Tibor Jager, and Paul Kramer.
“Practical Cryptograhic Techniques for Secure and Privacy-Preserving Customer
Loyalty Systems.” In On-The-Fly Computing -- Individualized IT-Services in
Dynamic Markets, edited by Claus-Jochen Haake, Friedhelm Meyer auf der Heide,
Marco Platzner, Henning Wachsmuth, and Heike Wehrheim, 412:237–46. Verlagsschriftenreihe
Des Heinz Nixdorf Instituts. Paderborn: Heinz Nixdorf Institut, Universität Paderborn,
2023. https://doi.org/10.5281/zenodo.8068755.'
ieee: 'J. Blömer, J. Bobolz, F. Eidens, T. Jager, and P. Kramer, “Practical Cryptograhic
Techniques for Secure and Privacy-Preserving Customer Loyalty Systems,” in On-The-Fly
Computing -- Individualized IT-services in dynamic markets, vol. 412, C.-J.
Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, and H. Wehrheim, Eds.
Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 237–246.'
mla: Blömer, Johannes, et al. “Practical Cryptograhic Techniques for Secure and
Privacy-Preserving Customer Loyalty Systems.” On-The-Fly Computing -- Individualized
IT-Services in Dynamic Markets, edited by Claus-Jochen Haake et al., vol.
412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 237–46, doi:10.5281/zenodo.8068755.
short: 'J. Blömer, J. Bobolz, F. Eidens, T. Jager, P. Kramer, in: C.-J. Haake, F.
Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim (Eds.), On-The-Fly
Computing -- Individualized IT-Services in Dynamic Markets, Heinz Nixdorf Institut,
Universität Paderborn, Paderborn, 2023, pp. 237–246.'
date_created: 2023-07-07T08:41:44Z
date_updated: 2023-07-07T11:13:37Z
ddc:
- '004'
department:
- _id: '7'
doi: 10.5281/zenodo.8068755
editor:
- first_name: Claus-Jochen
full_name: Haake, Claus-Jochen
last_name: Haake
- first_name: Friedhelm
full_name: Meyer auf der Heide, Friedhelm
last_name: Meyer auf der Heide
- first_name: Marco
full_name: Platzner, Marco
last_name: Platzner
- first_name: Henning
full_name: Wachsmuth, Henning
last_name: Wachsmuth
- first_name: Heike
full_name: Wehrheim, Heike
last_name: Wehrheim
file:
- access_level: open_access
content_type: application/pdf
creator: florida
date_created: 2023-07-07T08:41:35Z
date_updated: 2023-07-07T11:13:37Z
file_id: '45902'
file_name: T2-Chapter-SFB-Buch-Final.pdf
file_size: 5944790
relation: main_file
file_date_updated: 2023-07-07T11:13:37Z
has_accepted_license: '1'
intvolume: ' 412'
language:
- iso: eng
oa: '1'
page: 237-246
place: Paderborn
project:
- _id: '1'
grant_number: '160364472'
name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
in dynamischen Märkten '
- _id: '82'
name: 'SFB 901 - T: SFB 901 - Project Area T'
- _id: '84'
name: 'SFB 901 - T2: SFB 901 -Subproject T2'
publication: On-The-Fly Computing -- Individualized IT-services in dynamic markets
publisher: Heinz Nixdorf Institut, Universität Paderborn
series_title: Verlagsschriftenreihe des Heinz Nixdorf Instituts
status: public
title: Practical Cryptograhic Techniques for Secure and Privacy-Preserving Customer
Loyalty Systems
type: book_chapter
user_id: '477'
volume: 412
year: '2023'
...
---
_id: '45897'
author:
- first_name: Sebastian
full_name: Gottschalk, Sebastian
id: '47208'
last_name: Gottschalk
- first_name: Christian
full_name: Vorbohle, Christian
id: '29951'
last_name: Vorbohle
- first_name: Dennis
full_name: Kundisch, Dennis
id: '21117'
last_name: Kundisch
- first_name: Gregor
full_name: Engels, Gregor
id: '107'
last_name: Engels
- first_name: Nacy V.
full_name: Wünderlich, Nacy V.
last_name: Wünderlich
citation:
ama: 'Gottschalk S, Vorbohle C, Kundisch D, Engels G, Wünderlich NV. Architectural
Management of OTF Computing Markets. In: Haake C-J, Meyer auf der Heide F, Platzner
M, Wachsmuth H, Wehrheim H, eds. On-The-Fly Computing -- Individualized IT-Services
in Dynamic Markets. Vol 412. Verlagsschriftenreihe des Heinz Nixdorf Instituts.
Heinz Nixdorf Institut, Universität Paderborn; 2023:203-224. doi:10.5281/zenodo.8068691'
apa: Gottschalk, S., Vorbohle, C., Kundisch, D., Engels, G., & Wünderlich, N.
V. (2023). Architectural Management of OTF Computing Markets. In C.-J. Haake,
F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, & H. Wehrheim (Eds.), On-The-Fly
Computing -- Individualized IT-services in dynamic markets (Vol. 412, pp.
203–224). Heinz Nixdorf Institut, Universität Paderborn. https://doi.org/10.5281/zenodo.8068691
bibtex: '@inbook{Gottschalk_Vorbohle_Kundisch_Engels_Wünderlich_2023, place={Paderborn},
series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={Architectural
Management of OTF Computing Markets}, volume={412}, DOI={10.5281/zenodo.8068691},
booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets},
publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Gottschalk,
Sebastian and Vorbohle, Christian and Kundisch, Dennis and Engels, Gregor and
Wünderlich, Nacy V.}, editor={Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm
and Platzner, Marco and Wachsmuth, Henning and Wehrheim, Heike}, year={2023},
pages={203–224}, collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts}
}'
chicago: 'Gottschalk, Sebastian, Christian Vorbohle, Dennis Kundisch, Gregor Engels,
and Nacy V. Wünderlich. “Architectural Management of OTF Computing Markets.” In
On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets,
edited by Claus-Jochen Haake, Friedhelm Meyer auf der Heide, Marco Platzner, Henning
Wachsmuth, and Heike Wehrheim, 412:203–24. Verlagsschriftenreihe Des Heinz Nixdorf
Instituts. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023. https://doi.org/10.5281/zenodo.8068691.'
ieee: 'S. Gottschalk, C. Vorbohle, D. Kundisch, G. Engels, and N. V. Wünderlich,
“Architectural Management of OTF Computing Markets,” in On-The-Fly Computing
-- Individualized IT-services in dynamic markets, vol. 412, C.-J. Haake, F.
Meyer auf der Heide, M. Platzner, H. Wachsmuth, and H. Wehrheim, Eds. Paderborn:
Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 203–224.'
mla: Gottschalk, Sebastian, et al. “Architectural Management of OTF Computing Markets.”
On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets,
edited by Claus-Jochen Haake et al., vol. 412, Heinz Nixdorf Institut, Universität
Paderborn, 2023, pp. 203–24, doi:10.5281/zenodo.8068691.
short: 'S. Gottschalk, C. Vorbohle, D. Kundisch, G. Engels, N.V. Wünderlich, in:
C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim (Eds.),
On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, Heinz Nixdorf
Institut, Universität Paderborn, Paderborn, 2023, pp. 203–224.'
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---
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last_name: Blömer
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full_name: Eidens, Fabian
id: '25078'
last_name: Eidens
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full_name: Jager, Tibor
id: '64669'
last_name: Jager
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full_name: Niehues, David
id: '36113'
last_name: Niehues
- first_name: Christian
full_name: Scheideler, Christian
id: '20792'
last_name: Scheideler
citation:
ama: 'Blömer J, Eidens F, Jager T, Niehues D, Scheideler C. Robustness and Security.
In: Haake C-J, Meyer auf der Heide F, Platzner M, Wachsmuth H, Wehrheim H, eds.
On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets.
Vol 412. Verlagsschriftenreihe des Heinz Nixdorf Instituts. Heinz Nixdorf Institut,
Universität Paderborn; 2023:145-164. doi:10.5281/zenodo.8068629'
apa: Blömer, J., Eidens, F., Jager, T., Niehues, D., & Scheideler, C. (2023).
Robustness and Security. In C.-J. Haake, F. Meyer auf der Heide, M. Platzner,
H. Wachsmuth, & H. Wehrheim (Eds.), On-The-Fly Computing -- Individualized
IT-services in dynamic markets (Vol. 412, pp. 145–164). Heinz Nixdorf Institut,
Universität Paderborn. https://doi.org/10.5281/zenodo.8068629
bibtex: '@inbook{Blömer_Eidens_Jager_Niehues_Scheideler_2023, place={Paderborn},
series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={Robustness
and Security}, volume={412}, DOI={10.5281/zenodo.8068629},
booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets},
publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Blömer, Johannes
and Eidens, Fabian and Jager, Tibor and Niehues, David and Scheideler, Christian},
editor={Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm and Platzner, Marco
and Wachsmuth, Henning and Wehrheim, Heike}, year={2023}, pages={145–164}, collection={Verlagsschriftenreihe
des Heinz Nixdorf Instituts} }'
chicago: 'Blömer, Johannes, Fabian Eidens, Tibor Jager, David Niehues, and Christian
Scheideler. “Robustness and Security.” In On-The-Fly Computing -- Individualized
IT-Services in Dynamic Markets, edited by Claus-Jochen Haake, Friedhelm Meyer
auf der Heide, Marco Platzner, Henning Wachsmuth, and Heike Wehrheim, 412:145–64.
Verlagsschriftenreihe Des Heinz Nixdorf Instituts. Paderborn: Heinz Nixdorf Institut,
Universität Paderborn, 2023. https://doi.org/10.5281/zenodo.8068629.'
ieee: 'J. Blömer, F. Eidens, T. Jager, D. Niehues, and C. Scheideler, “Robustness
and Security,” in On-The-Fly Computing -- Individualized IT-services in dynamic
markets, vol. 412, C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth,
and H. Wehrheim, Eds. Paderborn: Heinz Nixdorf Institut, Universität Paderborn,
2023, pp. 145–164.'
mla: Blömer, Johannes, et al. “Robustness and Security.” On-The-Fly Computing
-- Individualized IT-Services in Dynamic Markets, edited by Claus-Jochen Haake
et al., vol. 412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 145–64,
doi:10.5281/zenodo.8068629.
short: 'J. Blömer, F. Eidens, T. Jager, D. Niehues, C. Scheideler, in: C.-J. Haake,
F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim (Eds.), On-The-Fly
Computing -- Individualized IT-Services in Dynamic Markets, Heinz Nixdorf Institut,
Universität Paderborn, Paderborn, 2023, pp. 145–164.'
date_created: 2023-07-07T08:08:47Z
date_updated: 2023-07-07T11:18:21Z
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full_name: Haake, Claus-Jochen
last_name: Haake
- first_name: Friedhelm
full_name: Meyer auf der Heide, Friedhelm
last_name: Meyer auf der Heide
- first_name: Marco
full_name: Platzner, Marco
last_name: Platzner
- first_name: Henning
full_name: Wachsmuth, Henning
last_name: Wachsmuth
- first_name: Heike
full_name: Wehrheim, Heike
last_name: Wehrheim
file:
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creator: florida
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series_title: Verlagsschriftenreihe des Heinz Nixdorf Instituts
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title: Robustness and Security
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...
---
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author:
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last_name: Bäumer
- first_name: Wei-Fan
full_name: Chen, Wei-Fan
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last_name: Chen
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full_name: Geierhos, Michaela
id: '42496'
last_name: Geierhos
orcid: 0000-0002-8180-5606
- first_name: Joschka
full_name: Kersting, Joschka
id: '58701'
last_name: Kersting
- first_name: Henning
full_name: Wachsmuth, Henning
last_name: Wachsmuth
citation:
ama: 'Bäumer FS, Chen W-F, Geierhos M, Kersting J, Wachsmuth H. Dialogue-based Requirement
Compensation and Style-adjusted Data-to-text Generation. In: Haake C-J, Meyer
auf der Heide F, Platzner M, Wachsmuth H, Wehrheim H, eds. On-The-Fly Computing
-- Individualized IT-Services in Dynamic Markets. Vol 412. Verlagsschriftenreihe
des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:65-84.
doi:10.5281/zenodo.8068456'
apa: Bäumer, F. S., Chen, W.-F., Geierhos, M., Kersting, J., & Wachsmuth, H.
(2023). Dialogue-based Requirement Compensation and Style-adjusted Data-to-text
Generation. In C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth,
& H. Wehrheim (Eds.), On-The-Fly Computing -- Individualized IT-services
in dynamic markets (Vol. 412, pp. 65–84). Heinz Nixdorf Institut, Universität
Paderborn. https://doi.org/10.5281/zenodo.8068456
bibtex: '@inbook{Bäumer_Chen_Geierhos_Kersting_Wachsmuth_2023, place={Paderborn},
series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={Dialogue-based
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booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets},
publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Bäumer, Frederik
Simon and Chen, Wei-Fan and Geierhos, Michaela and Kersting, Joschka and Wachsmuth,
Henning}, editor={Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm and Platzner,
Marco and Wachsmuth, Henning and Wehrheim, Heike}, year={2023}, pages={65–84},
collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts} }'
chicago: 'Bäumer, Frederik Simon, Wei-Fan Chen, Michaela Geierhos, Joschka Kersting,
and Henning Wachsmuth. “Dialogue-Based Requirement Compensation and Style-Adjusted
Data-to-Text Generation.” In On-The-Fly Computing -- Individualized IT-Services
in Dynamic Markets, edited by Claus-Jochen Haake, Friedhelm Meyer auf der
Heide, Marco Platzner, Henning Wachsmuth, and Heike Wehrheim, 412:65–84. Verlagsschriftenreihe
Des Heinz Nixdorf Instituts. Paderborn: Heinz Nixdorf Institut, Universität Paderborn,
2023. https://doi.org/10.5281/zenodo.8068456.'
ieee: 'F. S. Bäumer, W.-F. Chen, M. Geierhos, J. Kersting, and H. Wachsmuth, “Dialogue-based
Requirement Compensation and Style-adjusted Data-to-text Generation,” in On-The-Fly
Computing -- Individualized IT-services in dynamic markets, vol. 412, C.-J.
Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, and H. Wehrheim, Eds.
Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 65–84.'
mla: Bäumer, Frederik Simon, et al. “Dialogue-Based Requirement Compensation and
Style-Adjusted Data-to-Text Generation.” On-The-Fly Computing -- Individualized
IT-Services in Dynamic Markets, edited by Claus-Jochen Haake et al., vol.
412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 65–84, doi:10.5281/zenodo.8068456.
short: 'F.S. Bäumer, W.-F. Chen, M. Geierhos, J. Kersting, H. Wachsmuth, in: C.-J.
Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim (Eds.),
On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, Heinz Nixdorf
Institut, Universität Paderborn, Paderborn, 2023, pp. 65–84.'
date_created: 2023-07-07T07:29:13Z
date_updated: 2023-07-07T11:20:52Z
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doi: 10.5281/zenodo.8068456
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full_name: Haake, Claus-Jochen
last_name: Haake
- first_name: Friedhelm
full_name: Meyer auf der Heide, Friedhelm
last_name: Meyer auf der Heide
- first_name: Marco
full_name: Platzner, Marco
last_name: Platzner
- first_name: Henning
full_name: Wachsmuth, Henning
last_name: Wachsmuth
- first_name: Heike
full_name: Wehrheim, Heike
last_name: Wehrheim
file:
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creator: florida
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publication: On-The-Fly Computing -- Individualized IT-services in dynamic markets
publisher: Heinz Nixdorf Institut, Universität Paderborn
series_title: Verlagsschriftenreihe des Heinz Nixdorf Instituts
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title: Dialogue-based Requirement Compensation and Style-adjusted Data-to-text Generation
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---
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author:
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full_name: Mohr, Felix
last_name: Mohr
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id: '65716'
last_name: Ngonga Ngomo
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full_name: Sherif, Mohamed
id: '67234'
last_name: Sherif
orcid: https://orcid.org/0000-0002-9927-2203
- first_name: Alexander
full_name: Tornede, Alexander
id: '38209'
last_name: Tornede
- first_name: Marcel Dominik
full_name: Wever, Marcel Dominik
id: '33176'
last_name: Wever
orcid: ' https://orcid.org/0000-0001-9782-6818'
citation:
ama: 'Hanselle JM, Hüllermeier E, Mohr F, et al. Configuration and Evaluation. In:
Haake C-J, Meyer auf der Heide F, Platzner M, Wachsmuth H, Wehrheim H, eds. On-The-Fly
Computing -- Individualized IT-Services in Dynamic Markets. Vol 412. Verlagsschriftenreihe
des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:85-104.
doi:10.5281/zenodo.8068466'
apa: Hanselle, J. M., Hüllermeier, E., Mohr, F., Ngonga Ngomo, A.-C., Sherif, M.,
Tornede, A., & Wever, M. D. (2023). Configuration and Evaluation. In C.-J.
Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, & H. Wehrheim (Eds.),
On-The-Fly Computing -- Individualized IT-services in dynamic markets (Vol.
412, pp. 85–104). Heinz Nixdorf Institut, Universität Paderborn. https://doi.org/10.5281/zenodo.8068466
bibtex: '@inbook{Hanselle_Hüllermeier_Mohr_Ngonga Ngomo_Sherif_Tornede_Wever_2023,
place={Paderborn}, series={Verlagsschriftenreihe des Heinz Nixdorf Instituts},
title={Configuration and Evaluation}, volume={412}, DOI={10.5281/zenodo.8068466},
booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets},
publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Hanselle, Jonas
Manuel and Hüllermeier, Eyke and Mohr, Felix and Ngonga Ngomo, Axel-Cyrille and
Sherif, Mohamed and Tornede, Alexander and Wever, Marcel Dominik}, editor={Haake,
Claus-Jochen and Meyer auf der Heide, Friedhelm and Platzner, Marco and Wachsmuth,
Henning and Wehrheim, Heike}, year={2023}, pages={85–104}, collection={Verlagsschriftenreihe
des Heinz Nixdorf Instituts} }'
chicago: 'Hanselle, Jonas Manuel, Eyke Hüllermeier, Felix Mohr, Axel-Cyrille Ngonga
Ngomo, Mohamed Sherif, Alexander Tornede, and Marcel Dominik Wever. “Configuration
and Evaluation.” In On-The-Fly Computing -- Individualized IT-Services in Dynamic
Markets, edited by Claus-Jochen Haake, Friedhelm Meyer auf der Heide, Marco
Platzner, Henning Wachsmuth, and Heike Wehrheim, 412:85–104. Verlagsschriftenreihe
Des Heinz Nixdorf Instituts. Paderborn: Heinz Nixdorf Institut, Universität Paderborn,
2023. https://doi.org/10.5281/zenodo.8068466.'
ieee: 'J. M. Hanselle et al., “Configuration and Evaluation,” in On-The-Fly
Computing -- Individualized IT-services in dynamic markets, vol. 412, C.-J.
Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, and H. Wehrheim, Eds.
Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 85–104.'
mla: Hanselle, Jonas Manuel, et al. “Configuration and Evaluation.” On-The-Fly
Computing -- Individualized IT-Services in Dynamic Markets, edited by Claus-Jochen
Haake et al., vol. 412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp.
85–104, doi:10.5281/zenodo.8068466.
short: 'J.M. Hanselle, E. Hüllermeier, F. Mohr, A.-C. Ngonga Ngomo, M. Sherif, A.
Tornede, M.D. Wever, in: C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H.
Wachsmuth, H. Wehrheim (Eds.), On-The-Fly Computing -- Individualized IT-Services
in Dynamic Markets, Heinz Nixdorf Institut, Universität Paderborn, Paderborn,
2023, pp. 85–104.'
date_created: 2023-07-07T07:50:53Z
date_updated: 2023-07-07T11:20:12Z
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doi: 10.5281/zenodo.8068466
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last_name: Haake
- first_name: Friedhelm
full_name: Meyer auf der Heide, Friedhelm
last_name: Meyer auf der Heide
- first_name: Marco
full_name: Platzner, Marco
last_name: Platzner
- first_name: Henning
full_name: Wachsmuth, Henning
last_name: Wachsmuth
- first_name: Heike
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last_name: Wehrheim
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title: Configuration and Evaluation
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user_id: '477'
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...
---
_id: '45878'
author:
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full_name: Haake, Claus-Jochen
id: '20801'
last_name: Haake
- first_name: Burkhard
full_name: Hehenkamp, Burkhard
id: '37339'
last_name: Hehenkamp
- first_name: Gleb
full_name: Polevoy, Gleb
id: '83983'
last_name: Polevoy
citation:
ama: 'Haake C-J, Hehenkamp B, Polevoy G. The Market for Services: Incentives, Algorithms,
Implementation. In: Haake C-J, Meyer auf der Heide F, Platzner M, Wachsmuth H,
Wehrheim H, eds. On-The-Fly Computing -- Individualized IT-Services in Dynamic
Markets. Vol 412. Verlagsschriftenreihe des Heinz Nixdorf Instituts. Heinz
Nixdorf Institut, Universität Paderborn; 2023:21-44. doi:10.5281/zenodo.8068414'
apa: 'Haake, C.-J., Hehenkamp, B., & Polevoy, G. (2023). The Market for Services:
Incentives, Algorithms, Implementation. In C.-J. Haake, F. Meyer auf der Heide,
M. Platzner, H. Wachsmuth, & H. Wehrheim (Eds.), On-The-Fly Computing --
Individualized IT-services in dynamic markets (Vol. 412, pp. 21–44). Heinz
Nixdorf Institut, Universität Paderborn. https://doi.org/10.5281/zenodo.8068414'
bibtex: '@inbook{Haake_Hehenkamp_Polevoy_2023, place={Paderborn}, series={Verlagsschriftenreihe
des Heinz Nixdorf Instituts}, title={The Market for Services: Incentives, Algorithms,
Implementation}, volume={412}, DOI={10.5281/zenodo.8068414},
booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets},
publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Haake, Claus-Jochen
and Hehenkamp, Burkhard and Polevoy, Gleb}, editor={Haake, Claus-Jochen and Meyer
auf der Heide, Friedhelm and Platzner, Marco and Wachsmuth, Henning and Wehrheim,
Heike}, year={2023}, pages={21–44}, collection={Verlagsschriftenreihe des Heinz
Nixdorf Instituts} }'
chicago: 'Haake, Claus-Jochen, Burkhard Hehenkamp, and Gleb Polevoy. “The Market
for Services: Incentives, Algorithms, Implementation.” In On-The-Fly Computing
-- Individualized IT-Services in Dynamic Markets, edited by Claus-Jochen Haake,
Friedhelm Meyer auf der Heide, Marco Platzner, Henning Wachsmuth, and Heike Wehrheim,
412:21–44. Verlagsschriftenreihe Des Heinz Nixdorf Instituts. Paderborn: Heinz
Nixdorf Institut, Universität Paderborn, 2023. https://doi.org/10.5281/zenodo.8068414.'
ieee: 'C.-J. Haake, B. Hehenkamp, and G. Polevoy, “The Market for Services: Incentives,
Algorithms, Implementation,” in On-The-Fly Computing -- Individualized IT-services
in dynamic markets, vol. 412, C.-J. Haake, F. Meyer auf der Heide, M. Platzner,
H. Wachsmuth, and H. Wehrheim, Eds. Paderborn: Heinz Nixdorf Institut, Universität
Paderborn, 2023, pp. 21–44.'
mla: 'Haake, Claus-Jochen, et al. “The Market for Services: Incentives, Algorithms,
Implementation.” On-The-Fly Computing -- Individualized IT-Services in Dynamic
Markets, edited by Claus-Jochen Haake et al., vol. 412, Heinz Nixdorf Institut,
Universität Paderborn, 2023, pp. 21–44, doi:10.5281/zenodo.8068414.'
short: 'C.-J. Haake, B. Hehenkamp, G. Polevoy, in: C.-J. Haake, F. Meyer auf der
Heide, M. Platzner, H. Wachsmuth, H. Wehrheim (Eds.), On-The-Fly Computing --
Individualized IT-Services in Dynamic Markets, Heinz Nixdorf Institut, Universität
Paderborn, Paderborn, 2023, pp. 21–44.'
date_created: 2023-07-07T07:02:44Z
date_updated: 2023-07-07T11:23:08Z
ddc:
- '004'
department:
- _id: '7'
- _id: '19'
doi: 10.5281/zenodo.8068414
editor:
- first_name: Claus-Jochen
full_name: Haake, Claus-Jochen
last_name: Haake
- first_name: Friedhelm
full_name: Meyer auf der Heide, Friedhelm
last_name: Meyer auf der Heide
- first_name: Marco
full_name: Platzner, Marco
last_name: Platzner
- first_name: Henning
full_name: Wachsmuth, Henning
last_name: Wachsmuth
- first_name: Heike
full_name: Wehrheim, Heike
last_name: Wehrheim
file:
- access_level: open_access
content_type: application/pdf
creator: florida
date_created: 2023-07-07T06:59:23Z
date_updated: 2023-07-07T11:23:07Z
file_id: '45879'
file_name: A3-Chapter-SFB-Buch-Final.pdf
file_size: 1116173
relation: main_file
file_date_updated: 2023-07-07T11:23:07Z
has_accepted_license: '1'
intvolume: ' 412'
language:
- iso: eng
oa: '1'
page: 21-44
place: Paderborn
project:
- _id: '1'
grant_number: '160364472'
name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
in dynamischen Märkten '
- _id: '2'
name: 'SFB 901 - A: SFB 901 - Project Area A'
- _id: '7'
grant_number: '160364472'
name: 'SFB 901 - A3: SFB 901 - Der Markt für Services: Anreize, Algorithmen, Implementation
(Subproject A3)'
publication: On-The-Fly Computing -- Individualized IT-services in dynamic markets
publisher: Heinz Nixdorf Institut, Universität Paderborn
series_title: Verlagsschriftenreihe des Heinz Nixdorf Instituts
status: public
title: 'The Market for Services: Incentives, Algorithms, Implementation'
type: book_chapter
user_id: '477'
volume: 412
year: '2023'
...
---
_id: '45886'
author:
- first_name: Heike
full_name: Wehrheim, Heike
id: '573'
last_name: Wehrheim
- first_name: Eyke
full_name: Hüllermeier, Eyke
id: '48129'
last_name: Hüllermeier
- first_name: Steffen
full_name: Becker, Steffen
last_name: Becker
- first_name: Matthias
full_name: Becker, Matthias
last_name: Becker
- first_name: Cedric
full_name: Richter, Cedric
id: '50003'
last_name: Richter
- first_name: Arnab
full_name: Sharma, Arnab
id: '67200'
last_name: Sharma
citation:
ama: 'Wehrheim H, Hüllermeier E, Becker S, Becker M, Richter C, Sharma A. Composition
Analysis in Unknown Contexts. In: Haake C-J, Meyer auf der Heide F, Platzner M,
Wachsmuth H, Wehrheim H, eds. On-The-Fly Computing -- Individualized IT-Services
in Dynamic Markets. Vol 412. Verlagsschriftenreihe des Heinz Nixdorf Instituts.
Heinz Nixdorf Institut, Universität Paderborn; 2023:105-123. doi:10.5281/zenodo.8068510'
apa: Wehrheim, H., Hüllermeier, E., Becker, S., Becker, M., Richter, C., & Sharma,
A. (2023). Composition Analysis in Unknown Contexts. In C.-J. Haake, F. Meyer
auf der Heide, M. Platzner, H. Wachsmuth, & H. Wehrheim (Eds.), On-The-Fly
Computing -- Individualized IT-services in dynamic markets (Vol. 412, pp.
105–123). Heinz Nixdorf Institut, Universität Paderborn. https://doi.org/10.5281/zenodo.8068510
bibtex: '@inbook{Wehrheim_Hüllermeier_Becker_Becker_Richter_Sharma_2023, place={Paderborn},
series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={Composition
Analysis in Unknown Contexts}, volume={412}, DOI={10.5281/zenodo.8068510},
booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets},
publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Wehrheim, Heike
and Hüllermeier, Eyke and Becker, Steffen and Becker, Matthias and Richter, Cedric
and Sharma, Arnab}, editor={Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm
and Platzner, Marco and Wachsmuth, Henning and Wehrheim, Heike}, year={2023},
pages={105–123}, collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts}
}'
chicago: 'Wehrheim, Heike, Eyke Hüllermeier, Steffen Becker, Matthias Becker, Cedric
Richter, and Arnab Sharma. “Composition Analysis in Unknown Contexts.” In On-The-Fly
Computing -- Individualized IT-Services in Dynamic Markets, edited by Claus-Jochen
Haake, Friedhelm Meyer auf der Heide, Marco Platzner, Henning Wachsmuth, and Heike
Wehrheim, 412:105–23. Verlagsschriftenreihe Des Heinz Nixdorf Instituts. Paderborn:
Heinz Nixdorf Institut, Universität Paderborn, 2023. https://doi.org/10.5281/zenodo.8068510.'
ieee: 'H. Wehrheim, E. Hüllermeier, S. Becker, M. Becker, C. Richter, and A. Sharma,
“Composition Analysis in Unknown Contexts,” in On-The-Fly Computing -- Individualized
IT-services in dynamic markets, vol. 412, C.-J. Haake, F. Meyer auf der Heide,
M. Platzner, H. Wachsmuth, and H. Wehrheim, Eds. Paderborn: Heinz Nixdorf Institut,
Universität Paderborn, 2023, pp. 105–123.'
mla: Wehrheim, Heike, et al. “Composition Analysis in Unknown Contexts.” On-The-Fly
Computing -- Individualized IT-Services in Dynamic Markets, edited by Claus-Jochen
Haake et al., vol. 412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp.
105–23, doi:10.5281/zenodo.8068510.
short: 'H. Wehrheim, E. Hüllermeier, S. Becker, M. Becker, C. Richter, A. Sharma,
in: C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim
(Eds.), On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets,
Heinz Nixdorf Institut, Universität Paderborn, Paderborn, 2023, pp. 105–123.'
date_created: 2023-07-07T07:56:08Z
date_updated: 2023-07-07T11:19:40Z
ddc:
- '004'
department:
- _id: '7'
doi: 10.5281/zenodo.8068510
editor:
- first_name: Claus-Jochen
full_name: Haake, Claus-Jochen
last_name: Haake
- first_name: Friedhelm
full_name: Meyer auf der Heide, Friedhelm
last_name: Meyer auf der Heide
- first_name: Marco
full_name: Platzner, Marco
last_name: Platzner
- first_name: Henning
full_name: Wachsmuth, Henning
last_name: Wachsmuth
- first_name: Heike
full_name: Wehrheim, Heike
last_name: Wehrheim
file:
- access_level: open_access
content_type: application/pdf
creator: florida
date_created: 2023-07-07T07:55:57Z
date_updated: 2023-07-07T11:19:40Z
file_id: '45887'
file_name: B3-Chapter-SFB-Buch-Final.pdf
file_size: 370888
relation: main_file
file_date_updated: 2023-07-07T11:19:40Z
has_accepted_license: '1'
intvolume: ' 412'
language:
- iso: eng
oa: '1'
page: 105-123
place: Paderborn
project:
- _id: '1'
grant_number: '160364472'
name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
in dynamischen Märkten '
- _id: '3'
name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '11'
name: 'SFB 901 - B3: SFB 901 - Subproject B3'
publication: On-The-Fly Computing -- Individualized IT-services in dynamic markets
publisher: Heinz Nixdorf Institut, Universität Paderborn
series_title: Verlagsschriftenreihe des Heinz Nixdorf Instituts
status: public
title: Composition Analysis in Unknown Contexts
type: book_chapter
user_id: '477'
volume: 412
year: '2023'
...
---
_id: '45917'
author:
- first_name: Masood
full_name: Raeisi Nafchi, Masood
last_name: Raeisi Nafchi
citation:
ama: Raeisi Nafchi M. Reconfigurable Random Forest Implementation on FPGA.
Paderborn University; 2023.
apa: Raeisi Nafchi, M. (2023). Reconfigurable Random Forest Implementation on
FPGA. Paderborn University.
bibtex: '@book{Raeisi Nafchi_2023, title={Reconfigurable Random Forest Implementation
on FPGA}, publisher={Paderborn University}, author={Raeisi Nafchi, Masood}, year={2023}
}'
chicago: Raeisi Nafchi, Masood. Reconfigurable Random Forest Implementation on
FPGA. Paderborn University, 2023.
ieee: M. Raeisi Nafchi, Reconfigurable Random Forest Implementation on FPGA.
Paderborn University, 2023.
mla: Raeisi Nafchi, Masood. Reconfigurable Random Forest Implementation on FPGA.
Paderborn University, 2023.
short: M. Raeisi Nafchi, Reconfigurable Random Forest Implementation on FPGA, Paderborn
University, 2023.
date_created: 2023-07-09T13:01:10Z
date_updated: 2023-07-09T13:07:25Z
department:
- _id: '78'
language:
- iso: eng
project:
- _id: '83'
name: 'SFB 901 - T1: SFB 901 -Subproject T1'
- _id: '82'
name: 'SFB 901 - T: SFB 901 - Project Area T'
- _id: '1'
grant_number: '160364472'
name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
in dynamischen Märkten '
publisher: Paderborn University
status: public
supervisor:
- first_name: 'Marco '
full_name: 'Platzner, Marco '
last_name: Platzner
title: Reconfigurable Random Forest Implementation on FPGA
type: mastersthesis
user_id: '398'
year: '2023'
...
---
_id: '45916'
author:
- first_name: Nihal
full_name: Yadalam Murali Kumar, Nihal
last_name: Yadalam Murali Kumar
citation:
ama: Yadalam Murali Kumar N. Data Analytics for Predictive Maintenance of Time
Series Data. Paderborn University; 2023.
apa: Yadalam Murali Kumar, N. (2023). Data Analytics for Predictive Maintenance
of Time Series Data. Paderborn University.
bibtex: '@book{Yadalam Murali Kumar_2023, title={Data Analytics for Predictive Maintenance
of Time Series Data}, publisher={Paderborn University}, author={Yadalam Murali
Kumar, Nihal}, year={2023} }'
chicago: Yadalam Murali Kumar, Nihal. Data Analytics for Predictive Maintenance
of Time Series Data. Paderborn University, 2023.
ieee: N. Yadalam Murali Kumar, Data Analytics for Predictive Maintenance of Time
Series Data. Paderborn University, 2023.
mla: Yadalam Murali Kumar, Nihal. Data Analytics for Predictive Maintenance of
Time Series Data. Paderborn University, 2023.
short: N. Yadalam Murali Kumar, Data Analytics for Predictive Maintenance of Time
Series Data, Paderborn University, 2023.
date_created: 2023-07-09T12:59:28Z
date_updated: 2023-07-09T13:06:37Z
department:
- _id: '78'
language:
- iso: eng
project:
- _id: '83'
name: 'SFB 901 - T1: SFB 901 -Subproject T1'
- _id: '82'
name: 'SFB 901 - T: SFB 901 - Project Area T'
- _id: '1'
grant_number: '160364472'
name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
in dynamischen Märkten '
publisher: Paderborn University
status: public
title: Data Analytics for Predictive Maintenance of Time Series Data
type: mastersthesis
user_id: '398'
year: '2023'
...
---
_id: '34138'
abstract:
- lang: eng
text: "Variational Quantum Algorithms (VQAs), such as the Quantum Approximate\r\nOptimization
Algorithm (QAOA) of [Farhi, Goldstone, Gutmann, 2014], have seen\r\nintense study
towards near-term applications on quantum hardware. A crucial\r\nparameter for
VQAs is the depth of the variational ansatz used - the smaller\r\nthe depth, the
more amenable the ansatz is to near-term quantum hardware in\r\nthat it gives
the circuit a chance to be fully executed before the system\r\ndecoheres. This
potential for depth reduction has made VQAs a staple of Noisy\r\nIntermediate-Scale
Quantum (NISQ)-era research.\r\n In this work, we show that approximating the
optimal depth for a given VQA\r\nansatz is intractable. Formally, we show that
for any constant $\\epsilon>0$, it\r\nis QCMA-hard to approximate the optimal
depth of a VQA ansatz within\r\nmultiplicative factor $N^{1-\\epsilon}$, for $N$
denoting the encoding size of\r\nthe VQA instance. (Here, Quantum Classical Merlin-Arthur
(QCMA) is a quantum\r\ngeneralization of NP.) We then show that this hardness
persists even in the\r\n\"simpler\" setting of QAOAs. To our knowledge, this yields
the first natural\r\nQCMA-hard-to-approximate problems. To achieve these results,
we bypass the need\r\nfor a PCP theorem for QCMA by appealing to the disperser-based
NP-hardness of\r\napproximation construction of [Umans, FOCS 1999]."
author:
- first_name: Lennart
full_name: Bittel, Lennart
last_name: Bittel
- first_name: Sevag
full_name: Gharibian, Sevag
id: '71541'
last_name: Gharibian
orcid: 0000-0002-9992-3379
- first_name: Martin
full_name: Kliesch, Martin
last_name: Kliesch
citation:
ama: 'Bittel L, Gharibian S, Kliesch M. The Optimal Depth of Variational Quantum
Algorithms Is QCMA-Hard to Approximate. In: Proceedings of the 38th Computational
Complexity Conference (CCC). Vol 264. Leibniz International Proceedings in
Informatics (LIPIcs). ; 2023:34:1-34:24. doi:10.4230/LIPIcs.CCC.2023.34'
apa: Bittel, L., Gharibian, S., & Kliesch, M. (2023). The Optimal Depth of Variational
Quantum Algorithms Is QCMA-Hard to Approximate. Proceedings of the 38th Computational
Complexity Conference (CCC), 264(34), 34:1-34:24. https://doi.org/10.4230/LIPIcs.CCC.2023.34
bibtex: '@inproceedings{Bittel_Gharibian_Kliesch_2023, series={Leibniz International
Proceedings in Informatics (LIPIcs)}, title={The Optimal Depth of Variational
Quantum Algorithms Is QCMA-Hard to Approximate}, volume={264}, DOI={10.4230/LIPIcs.CCC.2023.34},
number={34}, booktitle={Proceedings of the 38th Computational Complexity Conference
(CCC)}, author={Bittel, Lennart and Gharibian, Sevag and Kliesch, Martin}, year={2023},
pages={34:1-34:24}, collection={Leibniz International Proceedings in Informatics
(LIPIcs)} }'
chicago: Bittel, Lennart, Sevag Gharibian, and Martin Kliesch. “The Optimal Depth
of Variational Quantum Algorithms Is QCMA-Hard to Approximate.” In Proceedings
of the 38th Computational Complexity Conference (CCC), 264:34:1-34:24. Leibniz
International Proceedings in Informatics (LIPIcs), 2023. https://doi.org/10.4230/LIPIcs.CCC.2023.34.
ieee: 'L. Bittel, S. Gharibian, and M. Kliesch, “The Optimal Depth of Variational
Quantum Algorithms Is QCMA-Hard to Approximate,” in Proceedings of the 38th
Computational Complexity Conference (CCC), 2023, vol. 264, no. 34, p. 34:1-34:24,
doi: 10.4230/LIPIcs.CCC.2023.34.'
mla: Bittel, Lennart, et al. “The Optimal Depth of Variational Quantum Algorithms
Is QCMA-Hard to Approximate.” Proceedings of the 38th Computational Complexity
Conference (CCC), vol. 264, no. 34, 2023, p. 34:1-34:24, doi:10.4230/LIPIcs.CCC.2023.34.
short: 'L. Bittel, S. Gharibian, M. Kliesch, in: Proceedings of the 38th Computational
Complexity Conference (CCC), 2023, p. 34:1-34:24.'
date_created: 2022-11-24T08:07:56Z
date_updated: 2023-07-10T14:33:00Z
department:
- _id: '623'
- _id: '7'
doi: 10.4230/LIPIcs.CCC.2023.34
external_id:
arxiv:
- '2211.12519'
intvolume: ' 264'
issue: '34'
language:
- iso: eng
page: 34:1-34:24
publication: Proceedings of the 38th Computational Complexity Conference (CCC)
publication_status: published
series_title: Leibniz International Proceedings in Informatics (LIPIcs)
status: public
title: The Optimal Depth of Variational Quantum Algorithms Is QCMA-Hard to Approximate
type: conference
user_id: '71541'
volume: 264
year: '2023'
...
---
_id: '45781'
author:
- first_name: Simon
full_name: Pukrop, Simon
id: '44428'
last_name: Pukrop
citation:
ama: Pukrop S. On Cloud Assisted, Restricted, and Reosurce Constrained Scheduling.;
2023. doi:10.17619/UNIPB/1-1768
apa: Pukrop, S. (2023). On Cloud Assisted, Restricted, and Reosurce Constrained
Scheduling. https://doi.org/10.17619/UNIPB/1-1768
bibtex: '@book{Pukrop_2023, title={On Cloud Assisted, Restricted, and Reosurce Constrained
Scheduling}, DOI={10.17619/UNIPB/1-1768
}, author={Pukrop, Simon}, year={2023} }'
chicago: Pukrop, Simon. On Cloud Assisted, Restricted, and Reosurce Constrained
Scheduling, 2023. https://doi.org/10.17619/UNIPB/1-1768
.
ieee: S. Pukrop, On Cloud Assisted, Restricted, and Reosurce Constrained Scheduling.
2023.
mla: Pukrop, Simon. On Cloud Assisted, Restricted, and Reosurce Constrained Scheduling.
2023, doi:10.17619/UNIPB/1-1768
.
short: S. Pukrop, On Cloud Assisted, Restricted, and Reosurce Constrained Scheduling,
2023.
date_created: 2023-06-27T05:24:19Z
date_updated: 2023-07-14T09:27:44Z
department:
- _id: '63'
doi: '10.17619/UNIPB/1-1768 '
language:
- iso: eng
project:
- _id: '1'
grant_number: '160364472'
name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
in dynamischen Märkten '
- _id: '4'
name: 'SFB 901 - C: SFB 901 - Project Area C'
- _id: '16'
grant_number: '160364472'
name: 'SFB 901 - C4: SFB 901 - On-The-Fly Compute Centers II: Ausführung komponierter
Dienste in konfigurierbaren Rechenzentren (Subproject C4)'
status: public
supervisor:
- first_name: Friedhelm
full_name: Meyer auf der Heide, Friedhelm
id: '15523'
last_name: Meyer auf der Heide
title: On Cloud Assisted, Restricted, and Reosurce Constrained Scheduling
type: dissertation
user_id: '15504'
year: '2023'
...