---
_id: '33983'
author:
- first_name: Michel
full_name: Scholtysik, Michel
id: '50562'
last_name: Scholtysik
- first_name: Malte
full_name: Rohde, Malte
last_name: Rohde
- 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: 'Scholtysik M, Rohde M, Koldewey C, Dumitrescu R. Adapting the product design
to the circular economy using R-principles. In: ; 2022.'
apa: Scholtysik, M., Rohde, M., Koldewey, C., & Dumitrescu, R. (2022). Adapting
the product design to the circular economy using R-principles.
bibtex: '@inproceedings{Scholtysik_Rohde_Koldewey_Dumitrescu_2022, title={Adapting
the product design to the circular economy using R-principles}, author={Scholtysik,
Michel and Rohde, Malte and Koldewey, Christian and Dumitrescu, Roman}, year={2022}
}'
chicago: Scholtysik, Michel, Malte Rohde, Christian Koldewey, and Roman Dumitrescu.
“Adapting the Product Design to the Circular Economy Using R-Principles,” 2022.
ieee: M. Scholtysik, M. Rohde, C. Koldewey, and R. Dumitrescu, “Adapting the product
design to the circular economy using R-principles,” 2022.
mla: Scholtysik, Michel, et al. Adapting the Product Design to the Circular Economy
Using R-Principles. 2022.
short: 'M. Scholtysik, M. Rohde, C. Koldewey, R. Dumitrescu, in: 2022.'
date_created: 2022-11-03T07:09:51Z
date_updated: 2023-11-30T10:51:01Z
ddc:
- '620'
department:
- _id: '563'
file:
- access_level: closed
content_type: application/pdf
creator: mscholt2
date_created: 2022-11-03T07:08:50Z
date_updated: 2022-11-03T07:08:50Z
file_id: '33984'
file_name: '[SRK+22] Adapting the product design to the circular economy using R-Principles.pdf'
file_size: 783187
relation: main_file
success: 1
file_date_updated: 2022-11-03T07:08:50Z
has_accepted_license: '1'
language:
- iso: eng
status: public
title: Adapting the product design to the circular economy using R-principles
type: conference
user_id: '50562'
year: '2022'
...
---
_id: '30883'
author:
- first_name: Sarah Claudia
full_name: Krings, Sarah Claudia
id: '64063'
last_name: Krings
orcid: 0000-0001-8040-7553
- first_name: Enes
full_name: Yigitbas, Enes
id: '8447'
last_name: Yigitbas
orcid: 0000-0002-5967-833X
- first_name: Kai
full_name: Biermeier, Kai
id: '55908'
last_name: Biermeier
orcid: 0000-0002-2879-2359
- first_name: Gregor
full_name: Engels, Gregor
id: '107'
last_name: Engels
citation:
ama: 'Krings SC, Yigitbas E, Biermeier K, Engels G. Design and Evaluation of AR-Assisted
End-User Robot Path Planning Strategies. In: Proceedings of the 14th ACM SIGCHI
Symposium on Engineering Interactive Computing Systems (EICS 2022). ; 2022.'
apa: Krings, S. C., Yigitbas, E., Biermeier, K., & Engels, G. (2022). Design
and Evaluation of AR-Assisted End-User Robot Path Planning Strategies. Proceedings
of the 14th ACM SIGCHI Symposium on Engineering Interactive Computing Systems
(EICS 2022).
bibtex: '@inproceedings{Krings_Yigitbas_Biermeier_Engels_2022, title={Design and
Evaluation of AR-Assisted End-User Robot Path Planning Strategies}, booktitle={Proceedings
of the 14th ACM SIGCHI Symposium on Engineering Interactive Computing Systems
(EICS 2022)}, author={Krings, Sarah Claudia and Yigitbas, Enes and Biermeier,
Kai and Engels, Gregor}, year={2022} }'
chicago: Krings, Sarah Claudia, Enes Yigitbas, Kai Biermeier, and Gregor Engels.
“Design and Evaluation of AR-Assisted End-User Robot Path Planning Strategies.”
In Proceedings of the 14th ACM SIGCHI Symposium on Engineering Interactive
Computing Systems (EICS 2022), 2022.
ieee: S. C. Krings, E. Yigitbas, K. Biermeier, and G. Engels, “Design and Evaluation
of AR-Assisted End-User Robot Path Planning Strategies,” 2022.
mla: Krings, Sarah Claudia, et al. “Design and Evaluation of AR-Assisted End-User
Robot Path Planning Strategies.” Proceedings of the 14th ACM SIGCHI Symposium
on Engineering Interactive Computing Systems (EICS 2022), 2022.
short: 'S.C. Krings, E. Yigitbas, K. Biermeier, G. Engels, in: Proceedings of the
14th ACM SIGCHI Symposium on Engineering Interactive Computing Systems (EICS 2022),
2022.'
date_created: 2022-04-13T08:11:15Z
date_updated: 2023-12-07T10:42:07Z
department:
- _id: '66'
- _id: '534'
language:
- iso: eng
publication: Proceedings of the 14th ACM SIGCHI Symposium on Engineering Interactive
Computing Systems (EICS 2022)
status: public
title: Design and Evaluation of AR-Assisted End-User Robot Path Planning Strategies
type: conference
user_id: '8447'
year: '2022'
...
---
_id: '48861'
abstract:
- lang: eng
text: Generating instances of different properties is key to algorithm selection
methods that differentiate between the performance of different solvers for a
given combinatorial optimization problem. A wide range of methods using evolutionary
computation techniques has been introduced in recent years. With this paper, we
contribute to this area of research by providing a new approach based on quality
diversity (QD) that is able to explore the whole feature space. QD algorithms
allow to create solutions of high quality within a given feature space by splitting
it up into boxes and improving solution quality within each box. We use our QD
approach for the generation of TSP instances to visualize and analyze the variety
of instances differentiating various TSP solvers and compare it to instances generated
by established approaches from the literature.
author:
- first_name: Jakob
full_name: Bossek, Jakob
id: '102979'
last_name: Bossek
orcid: 0000-0002-4121-4668
- first_name: Frank
full_name: Neumann, Frank
last_name: Neumann
citation:
ama: 'Bossek J, Neumann F. Exploring the Feature Space of TSP Instances Using Quality
Diversity. In: Proceedings of the Genetic and Evolutionary Computation Conference.
GECCO ’22. Association for Computing Machinery; 2022:186–194. doi:10.1145/3512290.3528851'
apa: Bossek, J., & Neumann, F. (2022). Exploring the Feature Space of TSP Instances
Using Quality Diversity. Proceedings of the Genetic and Evolutionary Computation
Conference, 186–194. https://doi.org/10.1145/3512290.3528851
bibtex: '@inproceedings{Bossek_Neumann_2022, place={New York, NY, USA}, series={GECCO
’22}, title={Exploring the Feature Space of TSP Instances Using Quality Diversity},
DOI={10.1145/3512290.3528851},
booktitle={Proceedings of the Genetic and Evolutionary Computation Conference},
publisher={Association for Computing Machinery}, author={Bossek, Jakob and Neumann,
Frank}, year={2022}, pages={186–194}, collection={GECCO ’22} }'
chicago: 'Bossek, Jakob, and Frank Neumann. “Exploring the Feature Space of TSP
Instances Using Quality Diversity.” In Proceedings of the Genetic and Evolutionary
Computation Conference, 186–194. GECCO ’22. New York, NY, USA: Association
for Computing Machinery, 2022. https://doi.org/10.1145/3512290.3528851.'
ieee: 'J. Bossek and F. Neumann, “Exploring the Feature Space of TSP Instances Using
Quality Diversity,” in Proceedings of the Genetic and Evolutionary Computation
Conference, 2022, pp. 186–194, doi: 10.1145/3512290.3528851.'
mla: Bossek, Jakob, and Frank Neumann. “Exploring the Feature Space of TSP Instances
Using Quality Diversity.” Proceedings of the Genetic and Evolutionary Computation
Conference, Association for Computing Machinery, 2022, pp. 186–194, doi:10.1145/3512290.3528851.
short: 'J. Bossek, F. Neumann, in: Proceedings of the Genetic and Evolutionary Computation
Conference, Association for Computing Machinery, New York, NY, USA, 2022, pp.
186–194.'
date_created: 2023-11-14T15:58:55Z
date_updated: 2023-12-13T10:45:56Z
department:
- _id: '819'
doi: 10.1145/3512290.3528851
extern: '1'
keyword:
- instance features
- instance generation
- quality diversity
- TSP
language:
- iso: eng
page: 186–194
place: New York, NY, USA
publication: Proceedings of the Genetic and Evolutionary Computation Conference
publication_identifier:
isbn:
- 978-1-4503-9237-2
publication_status: published
publisher: Association for Computing Machinery
series_title: GECCO ’22
status: public
title: Exploring the Feature Space of TSP Instances Using Quality Diversity
type: conference
user_id: '102979'
year: '2022'
...
---
_id: '48868'
author:
- first_name: Jakob
full_name: Bossek, Jakob
id: '102979'
last_name: Bossek
orcid: 0000-0002-4121-4668
- first_name: Aneta
full_name: Neumann, Aneta
last_name: Neumann
- first_name: Frank
full_name: Neumann, Frank
last_name: Neumann
citation:
ama: 'Bossek J, Neumann A, Neumann F. Evolutionary Diversity Optimization for Combinatorial
Optimization: Tutorial at GECCO’22, Boston, USA. In: Proceedings of the Genetic
and Evolutionary Computation Conference Companion. GECCO’22. Association for
Computing Machinery; 2022:824–842. doi:10.1145/3520304.3533626'
apa: 'Bossek, J., Neumann, A., & Neumann, F. (2022). Evolutionary Diversity
Optimization for Combinatorial Optimization: Tutorial at GECCO’22, Boston, USA.
Proceedings of the Genetic and Evolutionary Computation Conference Companion,
824–842. https://doi.org/10.1145/3520304.3533626'
bibtex: '@inproceedings{Bossek_Neumann_Neumann_2022, place={New York, NY, USA},
series={GECCO’22}, title={Evolutionary Diversity Optimization for Combinatorial
Optimization: Tutorial at GECCO’22, Boston, USA}, DOI={10.1145/3520304.3533626},
booktitle={Proceedings of the Genetic and Evolutionary Computation Conference
Companion}, publisher={Association for Computing Machinery}, author={Bossek, Jakob
and Neumann, Aneta and Neumann, Frank}, year={2022}, pages={824–842}, collection={GECCO’22}
}'
chicago: 'Bossek, Jakob, Aneta Neumann, and Frank Neumann. “Evolutionary Diversity
Optimization for Combinatorial Optimization: Tutorial at GECCO’22, Boston, USA.”
In Proceedings of the Genetic and Evolutionary Computation Conference Companion,
824–842. GECCO’22. New York, NY, USA: Association for Computing Machinery, 2022.
https://doi.org/10.1145/3520304.3533626.'
ieee: 'J. Bossek, A. Neumann, and F. Neumann, “Evolutionary Diversity Optimization
for Combinatorial Optimization: Tutorial at GECCO’22, Boston, USA,” in Proceedings
of the Genetic and Evolutionary Computation Conference Companion, 2022, pp.
824–842, doi: 10.1145/3520304.3533626.'
mla: 'Bossek, Jakob, et al. “Evolutionary Diversity Optimization for Combinatorial
Optimization: Tutorial at GECCO’22, Boston, USA.” Proceedings of the Genetic
and Evolutionary Computation Conference Companion, Association for Computing
Machinery, 2022, pp. 824–842, doi:10.1145/3520304.3533626.'
short: 'J. Bossek, A. Neumann, F. Neumann, in: Proceedings of the Genetic and Evolutionary
Computation Conference Companion, Association for Computing Machinery, New York,
NY, USA, 2022, pp. 824–842.'
date_created: 2023-11-14T15:58:56Z
date_updated: 2023-12-13T10:46:19Z
department:
- _id: '819'
doi: 10.1145/3520304.3533626
extern: '1'
language:
- iso: eng
page: 824–842
place: New York, NY, USA
publication: Proceedings of the Genetic and Evolutionary Computation Conference Companion
publication_identifier:
isbn:
- 978-1-4503-9268-6
publication_status: published
publisher: Association for Computing Machinery
series_title: GECCO’22
status: public
title: 'Evolutionary Diversity Optimization for Combinatorial Optimization: Tutorial
at GECCO’22, Boston, USA'
type: conference
user_id: '102979'
year: '2022'
...
---
_id: '48882'
abstract:
- lang: eng
text: In multimodal multi-objective optimization (MMMOO), the focus is not solely
on convergence in objective space, but rather also on explicitly ensuring diversity
in decision space. We illustrate why commonly used diversity measures are not
entirely appropriate for this task and propose a sophisticated basin-based evaluation
(BBE) method. Also, BBE variants are developed, capturing the anytime behavior
of algorithms. The set of BBE measures is tested by means of an algorithm configuration
study. We show that these new measures also transfer properties of the well-established
hypervolume (HV) indicator to the domain of MMMOO, thus also accounting for objective
space convergence. Moreover, we advance MMMOO research by providing insights into
the multimodal performance of the considered algorithms. Specifically, algorithms
exploiting local structures are shown to outperform classical evolutionary multi-objective
optimizers regarding the BBE variants and respective trade-off with HV.
author:
- first_name: Jonathan
full_name: Heins, Jonathan
last_name: Heins
- first_name: Jeroen
full_name: Rook, Jeroen
last_name: Rook
- first_name: Lennart
full_name: Schäpermeier, Lennart
last_name: Schäpermeier
- first_name: Pascal
full_name: Kerschke, Pascal
last_name: Kerschke
- first_name: Jakob
full_name: Bossek, Jakob
id: '102979'
last_name: Bossek
orcid: 0000-0002-4121-4668
- first_name: Heike
full_name: Trautmann, Heike
last_name: Trautmann
citation:
ama: 'Heins J, Rook J, Schäpermeier L, Kerschke P, Bossek J, Trautmann H. BBE: Basin-Based
Evaluation of Multimodal Multi-objective Optimization Problems. In: Rudolph G,
Kononova AV, Aguirre H, Kerschke P, Ochoa G, Tusar T, eds. Parallel Problem
Solving from Nature (PPSN XVII). Lecture Notes in Computer Science. Springer
International Publishing; 2022:192–206. doi:10.1007/978-3-031-14714-2_14'
apa: 'Heins, J., Rook, J., Schäpermeier, L., Kerschke, P., Bossek, J., & Trautmann,
H. (2022). BBE: Basin-Based Evaluation of Multimodal Multi-objective Optimization
Problems. In G. Rudolph, A. V. Kononova, H. Aguirre, P. Kerschke, G. Ochoa, &
T. Tusar (Eds.), Parallel Problem Solving from Nature (PPSN XVII) (pp.
192–206). Springer International Publishing. https://doi.org/10.1007/978-3-031-14714-2_14'
bibtex: '@inproceedings{Heins_Rook_Schäpermeier_Kerschke_Bossek_Trautmann_2022,
place={Cham}, series={Lecture Notes in Computer Science}, title={BBE: Basin-Based
Evaluation of Multimodal Multi-objective Optimization Problems}, DOI={10.1007/978-3-031-14714-2_14},
booktitle={Parallel Problem Solving from Nature (PPSN XVII)}, publisher={Springer
International Publishing}, author={Heins, Jonathan and Rook, Jeroen and Schäpermeier,
Lennart and Kerschke, Pascal and Bossek, Jakob and Trautmann, Heike}, editor={Rudolph,
Günter and Kononova, Anna V. and Aguirre, Hernán and Kerschke, Pascal and Ochoa,
Gabriela and Tusar, Tea}, year={2022}, pages={192–206}, collection={Lecture Notes
in Computer Science} }'
chicago: 'Heins, Jonathan, Jeroen Rook, Lennart Schäpermeier, Pascal Kerschke, Jakob
Bossek, and Heike Trautmann. “BBE: Basin-Based Evaluation of Multimodal Multi-Objective
Optimization Problems.” In Parallel Problem Solving from Nature (PPSN XVII),
edited by Günter Rudolph, Anna V. Kononova, Hernán Aguirre, Pascal Kerschke, Gabriela
Ochoa, and Tea Tusar, 192–206. Lecture Notes in Computer Science. Cham: Springer
International Publishing, 2022. https://doi.org/10.1007/978-3-031-14714-2_14.'
ieee: 'J. Heins, J. Rook, L. Schäpermeier, P. Kerschke, J. Bossek, and H. Trautmann,
“BBE: Basin-Based Evaluation of Multimodal Multi-objective Optimization Problems,”
in Parallel Problem Solving from Nature (PPSN XVII), 2022, pp. 192–206,
doi: 10.1007/978-3-031-14714-2_14.'
mla: 'Heins, Jonathan, et al. “BBE: Basin-Based Evaluation of Multimodal Multi-Objective
Optimization Problems.” Parallel Problem Solving from Nature (PPSN XVII),
edited by Günter Rudolph et al., Springer International Publishing, 2022, pp.
192–206, doi:10.1007/978-3-031-14714-2_14.'
short: 'J. Heins, J. Rook, L. Schäpermeier, P. Kerschke, J. Bossek, H. Trautmann,
in: G. Rudolph, A.V. Kononova, H. Aguirre, P. Kerschke, G. Ochoa, T. Tusar (Eds.),
Parallel Problem Solving from Nature (PPSN XVII), Springer International Publishing,
Cham, 2022, pp. 192–206.'
date_created: 2023-11-14T15:58:58Z
date_updated: 2023-12-13T10:47:50Z
department:
- _id: '819'
doi: 10.1007/978-3-031-14714-2_14
editor:
- first_name: Günter
full_name: Rudolph, Günter
last_name: Rudolph
- first_name: Anna V.
full_name: Kononova, Anna V.
last_name: Kononova
- first_name: Hernán
full_name: Aguirre, Hernán
last_name: Aguirre
- first_name: Pascal
full_name: Kerschke, Pascal
last_name: Kerschke
- first_name: Gabriela
full_name: Ochoa, Gabriela
last_name: Ochoa
- first_name: Tea
full_name: Tusar, Tea
last_name: Tusar
extern: '1'
keyword:
- Anytime behavior
- Benchmarking
- Continuous optimization
- Multi-objective optimization
- Multimodality
- Performance metric
language:
- iso: eng
page: 192–206
place: Cham
publication: Parallel Problem Solving from Nature (PPSN XVII)
publication_identifier:
isbn:
- 978-3-031-14714-2
publisher: Springer International Publishing
series_title: Lecture Notes in Computer Science
status: public
title: 'BBE: Basin-Based Evaluation of Multimodal Multi-objective Optimization Problems'
type: conference
user_id: '102979'
year: '2022'
...
---
_id: '48894'
abstract:
- lang: eng
text: Recently different evolutionary computation approaches have been developed
that generate sets of high quality diverse solutions for a given optimisation
problem. Many studies have considered diversity 1) as a mean to explore niches
in behavioural space (quality diversity) or 2) to increase the structural differences
of solutions (evolutionary diversity optimisation). In this study, we introduce
a co-evolutionary algorithm to simultaneously explore the two spaces for the multi-component
traveling thief problem. The results show the capability of the co-evolutionary
algorithm to achieve significantly higher diversity compared to the baseline evolutionary
diversity algorithms from the literature.
author:
- first_name: Adel
full_name: Nikfarjam, Adel
last_name: Nikfarjam
- first_name: Aneta
full_name: Neumann, Aneta
last_name: Neumann
- first_name: Jakob
full_name: Bossek, Jakob
id: '102979'
last_name: Bossek
orcid: 0000-0002-4121-4668
- first_name: Frank
full_name: Neumann, Frank
last_name: Neumann
citation:
ama: 'Nikfarjam A, Neumann A, Bossek J, Neumann F. Co-Evolutionary Diversity Optimisation
for the Traveling Thief Problem. In: Rudolph G, Kononova AV, Aguirre H, Kerschke
P, Ochoa G, Tu\v sar T, eds. Parallel Problem Solving from Nature (PPSN XVII).
Lecture Notes in Computer Science. Springer International Publishing; 2022:237–249.
doi:10.1007/978-3-031-14714-2_17'
apa: Nikfarjam, A., Neumann, A., Bossek, J., & Neumann, F. (2022). Co-Evolutionary
Diversity Optimisation for the Traveling Thief Problem. In G. Rudolph, A. V. Kononova,
H. Aguirre, P. Kerschke, G. Ochoa, & T. Tu\v sar (Eds.), Parallel Problem
Solving from Nature (PPSN XVII) (pp. 237–249). Springer International Publishing.
https://doi.org/10.1007/978-3-031-14714-2_17
bibtex: '@inproceedings{Nikfarjam_Neumann_Bossek_Neumann_2022, place={Cham}, series={Lecture
Notes in Computer Science}, title={Co-Evolutionary Diversity Optimisation for
the Traveling Thief Problem}, DOI={10.1007/978-3-031-14714-2_17},
booktitle={Parallel Problem Solving from Nature (PPSN XVII)}, publisher={Springer
International Publishing}, author={Nikfarjam, Adel and Neumann, Aneta and Bossek,
Jakob and Neumann, Frank}, editor={Rudolph, Günter and Kononova, Anna V. and Aguirre,
Hernán and Kerschke, Pascal and Ochoa, Gabriela and Tu\v sar, Tea}, year={2022},
pages={237–249}, collection={Lecture Notes in Computer Science} }'
chicago: 'Nikfarjam, Adel, Aneta Neumann, Jakob Bossek, and Frank Neumann. “Co-Evolutionary
Diversity Optimisation for the Traveling Thief Problem.” In Parallel Problem
Solving from Nature (PPSN XVII), edited by Günter Rudolph, Anna V. Kononova,
Hernán Aguirre, Pascal Kerschke, Gabriela Ochoa, and Tea Tu\v sar, 237–249. Lecture
Notes in Computer Science. Cham: Springer International Publishing, 2022. https://doi.org/10.1007/978-3-031-14714-2_17.'
ieee: 'A. Nikfarjam, A. Neumann, J. Bossek, and F. Neumann, “Co-Evolutionary Diversity
Optimisation for the Traveling Thief Problem,” in Parallel Problem Solving
from Nature (PPSN XVII), 2022, pp. 237–249, doi: 10.1007/978-3-031-14714-2_17.'
mla: Nikfarjam, Adel, et al. “Co-Evolutionary Diversity Optimisation for the Traveling
Thief Problem.” Parallel Problem Solving from Nature (PPSN XVII), edited
by Günter Rudolph et al., Springer International Publishing, 2022, pp. 237–249,
doi:10.1007/978-3-031-14714-2_17.
short: 'A. Nikfarjam, A. Neumann, J. Bossek, F. Neumann, in: G. Rudolph, A.V. Kononova,
H. Aguirre, P. Kerschke, G. Ochoa, T. Tu\v sar (Eds.), Parallel Problem Solving
from Nature (PPSN XVII), Springer International Publishing, Cham, 2022, pp. 237–249.'
date_created: 2023-11-14T15:59:00Z
date_updated: 2023-12-13T10:49:51Z
department:
- _id: '819'
doi: 10.1007/978-3-031-14714-2_17
editor:
- first_name: Günter
full_name: Rudolph, Günter
last_name: Rudolph
- first_name: Anna V.
full_name: Kononova, Anna V.
last_name: Kononova
- first_name: Hernán
full_name: Aguirre, Hernán
last_name: Aguirre
- first_name: Pascal
full_name: Kerschke, Pascal
last_name: Kerschke
- first_name: Gabriela
full_name: Ochoa, Gabriela
last_name: Ochoa
- first_name: Tea
full_name: Tu\v sar, Tea
last_name: Tu\v sar
extern: '1'
keyword:
- Co-evolutionary algorithms
- Evolutionary diversity optimisation
- Quality diversity
- Traveling thief problem
language:
- iso: eng
page: 237–249
place: Cham
publication: Parallel Problem Solving from Nature (PPSN XVII)
publication_identifier:
isbn:
- 978-3-031-14714-2
publication_status: published
publisher: Springer International Publishing
series_title: Lecture Notes in Computer Science
status: public
title: Co-Evolutionary Diversity Optimisation for the Traveling Thief Problem
type: conference
user_id: '102979'
year: '2022'
...
---
_id: '48878'
abstract:
- lang: eng
text: Due to the rise of continuous data-generating applications, analyzing data
streams has gained increasing attention over the past decades. A core research
area in stream data is stream classification, which categorizes or detects data
points within an evolving stream of observations. Areas of stream classification
are diverse\textemdash ranging, e.g., from monitoring sensor data to analyzing
a wide range of (social) media applications. Research in stream classification
is related to developing methods that adapt to the changing and potentially volatile
data stream. It focuses on individual aspects of the stream classification pipeline,
e.g., designing suitable algorithm architectures, an efficient train and test
procedure, or detecting so-called concept drifts. As a result of the many different
research questions and strands, the field is challenging to grasp, especially
for beginners. This survey explores, summarizes, and categorizes work within the
domain of stream classification and identifies core research threads over the
past few years. It is structured based on the stream classification process to
facilitate coordination within this complex topic, including common application
scenarios and benchmarking data sets. Thus, both newcomers to the field and experts
who want to widen their scope can gain (additional) insight into this research
area and find starting points and pointers to more in-depth literature on specific
issues and research directions in the field.
author:
- first_name: Lena
full_name: Clever, Lena
last_name: Clever
- first_name: Janina Susanne
full_name: Pohl, Janina Susanne
last_name: Pohl
- first_name: Jakob
full_name: Bossek, Jakob
id: '102979'
last_name: Bossek
orcid: 0000-0002-4121-4668
- first_name: Pascal
full_name: Kerschke, Pascal
last_name: Kerschke
- first_name: Heike
full_name: Trautmann, Heike
last_name: Trautmann
citation:
ama: 'Clever L, Pohl JS, Bossek J, Kerschke P, Trautmann H. Process-Oriented Stream
Classification Pipeline: A Literature Review. Applied Sciences. 2022;12(18):9094.
doi:10.3390/app12189094'
apa: 'Clever, L., Pohl, J. S., Bossek, J., Kerschke, P., & Trautmann, H. (2022).
Process-Oriented Stream Classification Pipeline: A Literature Review. Applied
Sciences, 12(18), 9094. https://doi.org/10.3390/app12189094'
bibtex: '@article{Clever_Pohl_Bossek_Kerschke_Trautmann_2022, title={Process-Oriented
Stream Classification Pipeline: A Literature Review}, volume={12}, DOI={10.3390/app12189094},
number={18}, journal={Applied Sciences}, publisher={{Multidisciplinary Digital
Publishing Institute}}, author={Clever, Lena and Pohl, Janina Susanne and Bossek,
Jakob and Kerschke, Pascal and Trautmann, Heike}, year={2022}, pages={9094} }'
chicago: 'Clever, Lena, Janina Susanne Pohl, Jakob Bossek, Pascal Kerschke, and
Heike Trautmann. “Process-Oriented Stream Classification Pipeline: A Literature
Review.” Applied Sciences 12, no. 18 (2022): 9094. https://doi.org/10.3390/app12189094.'
ieee: 'L. Clever, J. S. Pohl, J. Bossek, P. Kerschke, and H. Trautmann, “Process-Oriented
Stream Classification Pipeline: A Literature Review,” Applied Sciences,
vol. 12, no. 18, p. 9094, 2022, doi: 10.3390/app12189094.'
mla: 'Clever, Lena, et al. “Process-Oriented Stream Classification Pipeline: A Literature
Review.” Applied Sciences, vol. 12, no. 18, {Multidisciplinary Digital
Publishing Institute}, 2022, p. 9094, doi:10.3390/app12189094.'
short: L. Clever, J.S. Pohl, J. Bossek, P. Kerschke, H. Trautmann, Applied Sciences
12 (2022) 9094.
date_created: 2023-11-14T15:58:57Z
date_updated: 2023-12-13T10:50:56Z
department:
- _id: '819'
doi: 10.3390/app12189094
intvolume: ' 12'
issue: '18'
keyword:
- big data
- data mining
- data stream analysis
- machine learning
- stream classification
- supervised learning
language:
- iso: eng
page: '9094'
publication: Applied Sciences
publication_identifier:
issn:
- 2076-3417
publisher: '{Multidisciplinary Digital Publishing Institute}'
status: public
title: 'Process-Oriented Stream Classification Pipeline: A Literature Review'
type: journal_article
user_id: '102979'
volume: 12
year: '2022'
...
---
_id: '48896'
abstract:
- lang: eng
text: Hardness of Multi-Objective (MO) continuous optimization problems results
from an interplay of various problem characteristics, e. g. the degree of multi-modality.
We present a benchmark study of classical and diversity focused optimizers on
multi-modal MO problems based on automated algorithm configuration. We show the
large effect of the latter and investigate the trade-off between convergence in
objective space and diversity in decision space.
author:
- first_name: Jeroen
full_name: Rook, Jeroen
last_name: Rook
- first_name: Heike
full_name: Trautmann, Heike
last_name: Trautmann
- first_name: Jakob
full_name: Bossek, Jakob
id: '102979'
last_name: Bossek
orcid: 0000-0002-4121-4668
- first_name: Christian
full_name: Grimme, Christian
last_name: Grimme
citation:
ama: 'Rook J, Trautmann H, Bossek J, Grimme C. On the Potential of Automated Algorithm
Configuration on Multi-Modal Multi-Objective Optimization Problems. In: Proceedings
of the Genetic and Evolutionary Computation Conference Companion. GECCO’22.
Association for Computing Machinery; 2022:356–359. doi:10.1145/3520304.3528998'
apa: Rook, J., Trautmann, H., Bossek, J., & Grimme, C. (2022). On the Potential
of Automated Algorithm Configuration on Multi-Modal Multi-Objective Optimization
Problems. Proceedings of the Genetic and Evolutionary Computation Conference
Companion, 356–359. https://doi.org/10.1145/3520304.3528998
bibtex: '@inproceedings{Rook_Trautmann_Bossek_Grimme_2022, place={New York, NY,
USA}, series={GECCO’22}, title={On the Potential of Automated Algorithm Configuration
on Multi-Modal Multi-Objective Optimization Problems}, DOI={10.1145/3520304.3528998},
booktitle={Proceedings of the Genetic and Evolutionary Computation Conference
Companion}, publisher={Association for Computing Machinery}, author={Rook, Jeroen
and Trautmann, Heike and Bossek, Jakob and Grimme, Christian}, year={2022}, pages={356–359},
collection={GECCO’22} }'
chicago: 'Rook, Jeroen, Heike Trautmann, Jakob Bossek, and Christian Grimme. “On
the Potential of Automated Algorithm Configuration on Multi-Modal Multi-Objective
Optimization Problems.” In Proceedings of the Genetic and Evolutionary Computation
Conference Companion, 356–359. GECCO’22. New York, NY, USA: Association for
Computing Machinery, 2022. https://doi.org/10.1145/3520304.3528998.'
ieee: 'J. Rook, H. Trautmann, J. Bossek, and C. Grimme, “On the Potential of Automated
Algorithm Configuration on Multi-Modal Multi-Objective Optimization Problems,”
in Proceedings of the Genetic and Evolutionary Computation Conference Companion,
2022, pp. 356–359, doi: 10.1145/3520304.3528998.'
mla: Rook, Jeroen, et al. “On the Potential of Automated Algorithm Configuration
on Multi-Modal Multi-Objective Optimization Problems.” Proceedings of the Genetic
and Evolutionary Computation Conference Companion, Association for Computing
Machinery, 2022, pp. 356–359, doi:10.1145/3520304.3528998.
short: 'J. Rook, H. Trautmann, J. Bossek, C. Grimme, in: Proceedings of the Genetic
and Evolutionary Computation Conference Companion, Association for Computing Machinery,
New York, NY, USA, 2022, pp. 356–359.'
date_created: 2023-11-14T15:59:00Z
date_updated: 2023-12-13T10:50:24Z
department:
- _id: '819'
doi: 10.1145/3520304.3528998
extern: '1'
keyword:
- configuration
- multi-modality
- multi-objective optimization
language:
- iso: eng
page: 356–359
place: New York, NY, USA
publication: Proceedings of the Genetic and Evolutionary Computation Conference Companion
publication_identifier:
isbn:
- 978-1-4503-9268-6
publisher: Association for Computing Machinery
series_title: GECCO’22
status: public
title: On the Potential of Automated Algorithm Configuration on Multi-Modal Multi-Objective
Optimization Problems
type: conference
user_id: '102979'
year: '2022'
...
---
_id: '52532'
author:
- first_name: Agatha S.
full_name: Rodrigues, Agatha S.
last_name: Rodrigues
- first_name: Pascal
full_name: Kerschke, Pascal
last_name: Kerschke
- first_name: Carlos Alberto De Bragança
full_name: Pereira, Carlos Alberto De Bragança
last_name: Pereira
- first_name: Heike
full_name: Trautmann, Heike
id: '100740'
last_name: Trautmann
orcid: 0000-0002-9788-8282
- first_name: Carolin
full_name: Wagner, Carolin
last_name: Wagner
- first_name: Bernd
full_name: Hellingrath, Bernd
last_name: Hellingrath
- first_name: Adriano
full_name: Polpo, Adriano
last_name: Polpo
citation:
ama: Rodrigues AS, Kerschke P, Pereira CADB, et al. Estimation of component reliability
from superposed renewal processes by means of latent variables. Comput Stat.
2022;37(1):355–379. doi:10.1007/S00180-021-01124-0
apa: Rodrigues, A. S., Kerschke, P., Pereira, C. A. D. B., Trautmann, H., Wagner,
C., Hellingrath, B., & Polpo, A. (2022). Estimation of component reliability
from superposed renewal processes by means of latent variables. Comput. Stat.,
37(1), 355–379. https://doi.org/10.1007/S00180-021-01124-0
bibtex: '@article{Rodrigues_Kerschke_Pereira_Trautmann_Wagner_Hellingrath_Polpo_2022,
title={Estimation of component reliability from superposed renewal processes by
means of latent variables}, volume={37}, DOI={10.1007/S00180-021-01124-0},
number={1}, journal={Comput. Stat.}, author={Rodrigues, Agatha S. and Kerschke,
Pascal and Pereira, Carlos Alberto De Bragança and Trautmann, Heike and Wagner,
Carolin and Hellingrath, Bernd and Polpo, Adriano}, year={2022}, pages={355–379}
}'
chicago: 'Rodrigues, Agatha S., Pascal Kerschke, Carlos Alberto De Bragança Pereira,
Heike Trautmann, Carolin Wagner, Bernd Hellingrath, and Adriano Polpo. “Estimation
of Component Reliability from Superposed Renewal Processes by Means of Latent
Variables.” Comput. Stat. 37, no. 1 (2022): 355–379. https://doi.org/10.1007/S00180-021-01124-0.'
ieee: 'A. S. Rodrigues et al., “Estimation of component reliability from
superposed renewal processes by means of latent variables,” Comput. Stat.,
vol. 37, no. 1, pp. 355–379, 2022, doi: 10.1007/S00180-021-01124-0.'
mla: Rodrigues, Agatha S., et al. “Estimation of Component Reliability from Superposed
Renewal Processes by Means of Latent Variables.” Comput. Stat., vol. 37,
no. 1, 2022, pp. 355–379, doi:10.1007/S00180-021-01124-0.
short: A.S. Rodrigues, P. Kerschke, C.A.D.B. Pereira, H. Trautmann, C. Wagner, B.
Hellingrath, A. Polpo, Comput. Stat. 37 (2022) 355–379.
date_created: 2024-03-13T09:59:21Z
date_updated: 2024-03-13T10:28:01Z
department:
- _id: '819'
doi: 10.1007/S00180-021-01124-0
intvolume: ' 37'
issue: '1'
language:
- iso: eng
page: 355–379
publication: Comput. Stat.
status: public
title: Estimation of component reliability from superposed renewal processes by means
of latent variables
type: journal_article
user_id: '15504'
volume: 37
year: '2022'
...
---
_id: '52862'
author:
- first_name: Anni-Yasmin
full_name: Turhan, Anni-Yasmin
id: '104470'
last_name: Turhan
citation:
ama: 'Turhan A-Y. A Double Take at Conferences: The Hybrid Format. KI - Künstliche
Intelligenz. 2022;36(1):1-4. doi:10.1007/s13218-022-00758-6'
apa: 'Turhan, A.-Y. (2022). A Double Take at Conferences: The Hybrid Format. KI
- Künstliche Intelligenz, 36(1), 1–4. https://doi.org/10.1007/s13218-022-00758-6'
bibtex: '@article{Turhan_2022, title={A Double Take at Conferences: The Hybrid Format},
volume={36}, DOI={10.1007/s13218-022-00758-6},
number={1}, journal={KI - Künstliche Intelligenz}, publisher={Springer Science
and Business Media LLC}, author={Turhan, Anni-Yasmin}, year={2022}, pages={1–4}
}'
chicago: 'Turhan, Anni-Yasmin. “A Double Take at Conferences: The Hybrid Format.”
KI - Künstliche Intelligenz 36, no. 1 (2022): 1–4. https://doi.org/10.1007/s13218-022-00758-6.'
ieee: 'A.-Y. Turhan, “A Double Take at Conferences: The Hybrid Format,” KI -
Künstliche Intelligenz, vol. 36, no. 1, pp. 1–4, 2022, doi: 10.1007/s13218-022-00758-6.'
mla: 'Turhan, Anni-Yasmin. “A Double Take at Conferences: The Hybrid Format.” KI
- Künstliche Intelligenz, vol. 36, no. 1, Springer Science and Business Media
LLC, 2022, pp. 1–4, doi:10.1007/s13218-022-00758-6.'
short: A.-Y. Turhan, KI - Künstliche Intelligenz 36 (2022) 1–4.
date_created: 2024-03-25T14:00:30Z
date_updated: 2024-03-26T10:52:36Z
department:
- _id: '888'
doi: 10.1007/s13218-022-00758-6
intvolume: ' 36'
issue: '1'
keyword:
- Artificial Intelligence
language:
- iso: eng
page: 1-4
publication: KI - Künstliche Intelligenz
publication_identifier:
issn:
- 0933-1875
- 1610-1987
publication_status: published
publisher: Springer Science and Business Media LLC
status: public
title: 'A Double Take at Conferences: The Hybrid Format'
type: journal_article
user_id: '9503'
volume: 36
year: '2022'
...
---
_id: '52923'
author:
- first_name: Igor
full_name: de Camargo e Souza Câmara, Igor
last_name: de Camargo e Souza Câmara
- first_name: Anni-Yasmin
full_name: Turhan, Anni-Yasmin
id: '104470'
last_name: Turhan
citation:
ama: 'de Camargo e Souza Câmara I, Turhan A-Y. Rational Defeasible Subsumption in
DLs with Nested Quantifiers: the Case of ELI\(\perp\). In: Arieli O, Casini G,
Giordano L, eds. Proceedings of the 20th International Workshop on Non-Monotonic
Reasoning, NMR 2022, Part of the Federated Logic Conference (FLoC 2022), Haifa,
Israel, August 7-9, 2022. Vol 3197. CEUR Workshop Proceedings. CEUR-WS.org;
2022:159–162.'
apa: 'de Camargo e Souza Câmara, I., & Turhan, A.-Y. (2022). Rational Defeasible
Subsumption in DLs with Nested Quantifiers: the Case of ELI\(\perp\). In O. Arieli,
G. Casini, & L. Giordano (Eds.), Proceedings of the 20th International
Workshop on Non-Monotonic Reasoning, NMR 2022, Part of the Federated Logic Conference
(FLoC 2022), Haifa, Israel, August 7-9, 2022 (Vol. 3197, pp. 159–162). CEUR-WS.org.'
bibtex: '@inproceedings{de Camargo e Souza Câmara_Turhan_2022, series={CEUR Workshop
Proceedings}, title={Rational Defeasible Subsumption in DLs with Nested Quantifiers:
the Case of ELI\(\perp\)}, volume={3197}, booktitle={Proceedings of the 20th International
Workshop on Non-Monotonic Reasoning, NMR 2022, Part of the Federated Logic Conference
(FLoC 2022), Haifa, Israel, August 7-9, 2022}, publisher={CEUR-WS.org}, author={de
Camargo e Souza Câmara, Igor and Turhan, Anni-Yasmin}, editor={Arieli, Ofer and
Casini, Giovanni and Giordano, Laura}, year={2022}, pages={159–162}, collection={CEUR
Workshop Proceedings} }'
chicago: 'Camargo e Souza Câmara, Igor de, and Anni-Yasmin Turhan. “Rational Defeasible
Subsumption in DLs with Nested Quantifiers: The Case of ELI\(\perp\).” In Proceedings
of the 20th International Workshop on Non-Monotonic Reasoning, NMR 2022, Part
of the Federated Logic Conference (FLoC 2022), Haifa, Israel, August 7-9, 2022,
edited by Ofer Arieli, Giovanni Casini, and Laura Giordano, 3197:159–162. CEUR
Workshop Proceedings. CEUR-WS.org, 2022.'
ieee: 'I. de Camargo e Souza Câmara and A.-Y. Turhan, “Rational Defeasible Subsumption
in DLs with Nested Quantifiers: the Case of ELI\(\perp\),” in Proceedings of
the 20th International Workshop on Non-Monotonic Reasoning, NMR 2022, Part of
the Federated Logic Conference (FLoC 2022), Haifa, Israel, August 7-9, 2022,
2022, vol. 3197, pp. 159–162.'
mla: 'de Camargo e Souza Câmara, Igor, and Anni-Yasmin Turhan. “Rational Defeasible
Subsumption in DLs with Nested Quantifiers: The Case of ELI\(\perp\).” Proceedings
of the 20th International Workshop on Non-Monotonic Reasoning, NMR 2022, Part
of the Federated Logic Conference (FLoC 2022), Haifa, Israel, August 7-9, 2022,
edited by Ofer Arieli et al., vol. 3197, CEUR-WS.org, 2022, pp. 159–162.'
short: 'I. de Camargo e Souza Câmara, A.-Y. Turhan, in: O. Arieli, G. Casini, L.
Giordano (Eds.), Proceedings of the 20th International Workshop on Non-Monotonic
Reasoning, NMR 2022, Part of the Federated Logic Conference (FLoC 2022), Haifa,
Israel, August 7-9, 2022, CEUR-WS.org, 2022, pp. 159–162.'
date_created: 2024-03-26T10:54:06Z
date_updated: 2024-03-26T10:56:19Z
department:
- _id: '888'
editor:
- first_name: Ofer
full_name: Arieli, Ofer
last_name: Arieli
- first_name: Giovanni
full_name: Casini, Giovanni
last_name: Casini
- first_name: Laura
full_name: Giordano, Laura
last_name: Giordano
intvolume: ' 3197'
language:
- iso: eng
page: 159–162
publication: Proceedings of the 20th International Workshop on Non-Monotonic Reasoning,
NMR 2022, Part of the Federated Logic Conference (FLoC 2022), Haifa, Israel, August
7-9, 2022
publisher: CEUR-WS.org
series_title: CEUR Workshop Proceedings
status: public
title: 'Rational Defeasible Subsumption in DLs with Nested Quantifiers: the Case of
ELI\(\perp\)'
type: conference
user_id: '9503'
volume: 3197
year: '2022'
...
---
_id: '52925'
citation:
ama: Governatori G, Turhan A-Y, eds. Rules and Reasoning - 6th International
Joint Conference on Rules and Reasoning, RuleML+RR 2022, Berlin, Germany, September
26-28, 2022, Proceedings. Vol 13752. Springer; 2022. doi:10.1007/978-3-031-21541-4
apa: Governatori, G., & Turhan, A.-Y. (Eds.). (2022). Rules and Reasoning
- 6th International Joint Conference on Rules and Reasoning, RuleML+RR 2022, Berlin,
Germany, September 26-28, 2022, Proceedings (Vol. 13752). Springer. https://doi.org/10.1007/978-3-031-21541-4
bibtex: '@book{Governatori_Turhan_2022, series={Lecture Notes in Computer Science},
title={Rules and Reasoning - 6th International Joint Conference on Rules and Reasoning,
RuleML+RR 2022, Berlin, Germany, September 26-28, 2022, Proceedings}, volume={13752},
DOI={10.1007/978-3-031-21541-4},
publisher={Springer}, year={2022}, collection={Lecture Notes in Computer Science}
}'
chicago: Governatori, Guido, and Anni-Yasmin Turhan, eds. Rules and Reasoning
- 6th International Joint Conference on Rules and Reasoning, RuleML+RR 2022, Berlin,
Germany, September 26-28, 2022, Proceedings. Vol. 13752. Lecture Notes in
Computer Science. Springer, 2022. https://doi.org/10.1007/978-3-031-21541-4.
ieee: G. Governatori and A.-Y. Turhan, Eds., Rules and Reasoning - 6th International
Joint Conference on Rules and Reasoning, RuleML+RR 2022, Berlin, Germany, September
26-28, 2022, Proceedings, vol. 13752. Springer, 2022.
mla: Governatori, Guido, and Anni-Yasmin Turhan, editors. Rules and Reasoning
- 6th International Joint Conference on Rules and Reasoning, RuleML+RR 2022, Berlin,
Germany, September 26-28, 2022, Proceedings. Springer, 2022, doi:10.1007/978-3-031-21541-4.
short: G. Governatori, A.-Y. Turhan, eds., Rules and Reasoning - 6th International
Joint Conference on Rules and Reasoning, RuleML+RR 2022, Berlin, Germany, September
26-28, 2022, Proceedings, Springer, 2022.
date_created: 2024-03-26T10:54:33Z
date_updated: 2024-03-26T10:56:14Z
department:
- _id: '888'
doi: 10.1007/978-3-031-21541-4
editor:
- first_name: Guido
full_name: Governatori, Guido
last_name: Governatori
- first_name: Anni-Yasmin
full_name: Turhan, Anni-Yasmin
id: '104470'
last_name: Turhan
intvolume: ' 13752'
language:
- iso: eng
publication_identifier:
isbn:
- 978-3-031-21540-7
publisher: Springer
series_title: Lecture Notes in Computer Science
status: public
title: Rules and Reasoning - 6th International Joint Conference on Rules and Reasoning,
RuleML+RR 2022, Berlin, Germany, September 26-28, 2022, Proceedings
type: conference_editor
user_id: '9503'
volume: 13752
year: '2022'
...
---
_id: '32572'
author:
- first_name: Peter
full_name: Mayer, Peter
last_name: Mayer
- first_name: Damian
full_name: Poddebniak, Damian
last_name: Poddebniak
- first_name: Konstantin
full_name: Fischer, Konstantin
last_name: Fischer
- first_name: Marcus
full_name: Brinkmann, Marcus
last_name: Brinkmann
- first_name: Juraj
full_name: Somorovsky, Juraj
id: '83504'
last_name: Somorovsky
orcid: 0000-0002-3593-7720
- first_name: Angela
full_name: Sasse, Angela
last_name: Sasse
- first_name: Sebastian
full_name: Schinzel, Sebastian
last_name: Schinzel
- first_name: Melanie
full_name: Volkamer, Melanie
last_name: Volkamer
citation:
ama: 'Mayer P, Poddebniak D, Fischer K, et al. “I don’ know why I check this...”
- Investigating Expert Users’ Strategies to Detect Email Signature Spoofing Attacks.
In: Eighteenth Symposium on Usable Privacy and Security (SOUPS 2022). USENIX
Association; 2022:77–96.'
apa: Mayer, P., Poddebniak, D., Fischer, K., Brinkmann, M., Somorovsky, J., Sasse,
A., Schinzel, S., & Volkamer, M. (2022). “I don’ know why I check this...”
- Investigating Expert Users’ Strategies to Detect Email Signature Spoofing Attacks.
Eighteenth Symposium on Usable Privacy and Security (SOUPS 2022), 77–96.
bibtex: '@inproceedings{Mayer_Poddebniak_Fischer_Brinkmann_Somorovsky_Sasse_Schinzel_Volkamer_2022,
place={Boston, MA}, title={“I don’ know why I check this...” - Investigating Expert
Users’ Strategies to Detect Email Signature Spoofing Attacks}, booktitle={Eighteenth
Symposium on Usable Privacy and Security (SOUPS 2022)}, publisher={USENIX Association},
author={Mayer, Peter and Poddebniak, Damian and Fischer, Konstantin and Brinkmann,
Marcus and Somorovsky, Juraj and Sasse, Angela and Schinzel, Sebastian and Volkamer,
Melanie}, year={2022}, pages={77–96} }'
chicago: 'Mayer, Peter, Damian Poddebniak, Konstantin Fischer, Marcus Brinkmann,
Juraj Somorovsky, Angela Sasse, Sebastian Schinzel, and Melanie Volkamer. “‘I
Don’ Know Why I Check This...’ - Investigating Expert Users’ Strategies to Detect
Email Signature Spoofing Attacks.” In Eighteenth Symposium on Usable Privacy
and Security (SOUPS 2022), 77–96. Boston, MA: USENIX Association, 2022.'
ieee: P. Mayer et al., “‘I don’ know why I check this...’ - Investigating
Expert Users’ Strategies to Detect Email Signature Spoofing Attacks,” in Eighteenth
Symposium on Usable Privacy and Security (SOUPS 2022), 2022, pp. 77–96.
mla: Mayer, Peter, et al. “‘I Don’ Know Why I Check This...’ - Investigating Expert
Users’ Strategies to Detect Email Signature Spoofing Attacks.” Eighteenth Symposium
on Usable Privacy and Security (SOUPS 2022), USENIX Association, 2022, pp.
77–96.
short: 'P. Mayer, D. Poddebniak, K. Fischer, M. Brinkmann, J. Somorovsky, A. Sasse,
S. Schinzel, M. Volkamer, in: Eighteenth Symposium on Usable Privacy and Security
(SOUPS 2022), USENIX Association, Boston, MA, 2022, pp. 77–96.'
date_created: 2022-08-03T11:02:10Z
date_updated: 2024-04-02T12:19:28Z
department:
- _id: '632'
language:
- iso: eng
page: 77–96
place: Boston, MA
publication: Eighteenth Symposium on Usable Privacy and Security (SOUPS 2022)
publication_identifier:
isbn:
- 978-1-939133-30-4
publisher: USENIX Association
status: public
title: '"I don'' know why I check this..." - Investigating Expert Users'' Strategies
to Detect Email Signature Spoofing Attacks'
type: conference
user_id: '83504'
year: '2022'
...
---
_id: '32573'
author:
- first_name: Marcel
full_name: Maehren, Marcel
last_name: Maehren
- first_name: Philipp
full_name: Nieting, Philipp
last_name: Nieting
- first_name: Sven Niclas
full_name: Hebrok, Sven Niclas
id: '55616'
last_name: Hebrok
orcid: 0009-0006-1172-1665
- first_name: Robert
full_name: Merget, Robert
last_name: Merget
- first_name: Juraj
full_name: Somorovsky, Juraj
id: '83504'
last_name: Somorovsky
orcid: 0000-0002-3593-7720
- first_name: Jörg
full_name: Schwenk, Jörg
last_name: Schwenk
citation:
ama: 'Maehren M, Nieting P, Hebrok SN, Merget R, Somorovsky J, Schwenk J. TLS-Anvil:
Adapting Combinatorial Testing for TLS Libraries. In: 31st USENIX Security
Symposium (USENIX Security 22). USENIX Association; 2022.'
apa: 'Maehren, M., Nieting, P., Hebrok, S. N., Merget, R., Somorovsky, J., &
Schwenk, J. (2022). TLS-Anvil: Adapting Combinatorial Testing for TLS Libraries.
31st USENIX Security Symposium (USENIX Security 22).'
bibtex: '@inproceedings{Maehren_Nieting_Hebrok_Merget_Somorovsky_Schwenk_2022, place={Boston,
MA}, title={TLS-Anvil: Adapting Combinatorial Testing for TLS Libraries}, booktitle={31st
USENIX Security Symposium (USENIX Security 22)}, publisher={USENIX Association},
author={Maehren, Marcel and Nieting, Philipp and Hebrok, Sven Niclas and Merget,
Robert and Somorovsky, Juraj and Schwenk, Jörg}, year={2022} }'
chicago: 'Maehren, Marcel, Philipp Nieting, Sven Niclas Hebrok, Robert Merget, Juraj
Somorovsky, and Jörg Schwenk. “TLS-Anvil: Adapting Combinatorial Testing for TLS
Libraries.” In 31st USENIX Security Symposium (USENIX Security 22). Boston,
MA: USENIX Association, 2022.'
ieee: 'M. Maehren, P. Nieting, S. N. Hebrok, R. Merget, J. Somorovsky, and J. Schwenk,
“TLS-Anvil: Adapting Combinatorial Testing for TLS Libraries,” 2022.'
mla: 'Maehren, Marcel, et al. “TLS-Anvil: Adapting Combinatorial Testing for TLS
Libraries.” 31st USENIX Security Symposium (USENIX Security 22), USENIX
Association, 2022.'
short: 'M. Maehren, P. Nieting, S.N. Hebrok, R. Merget, J. Somorovsky, J. Schwenk,
in: 31st USENIX Security Symposium (USENIX Security 22), USENIX Association, Boston,
MA, 2022.'
date_created: 2022-08-03T11:03:30Z
date_updated: 2024-04-02T12:19:45Z
department:
- _id: '632'
language:
- iso: eng
place: Boston, MA
publication: 31st USENIX Security Symposium (USENIX Security 22)
publisher: USENIX Association
status: public
title: 'TLS-Anvil: Adapting Combinatorial Testing for TLS Libraries'
type: conference
user_id: '83504'
year: '2022'
...
---
_id: '33740'
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. Learning Concept Lengths
Accelerates Concept Learning in ALC. In: The Semantic Web. Springer International
Publishing; 2022. doi:10.1007/978-3-031-06981-9_14'
apa: KOUAGOU, N. J., Heindorf, S., Demir, C., & Ngonga Ngomo, A.-C. (2022).
Learning Concept Lengths Accelerates Concept Learning in ALC. In The Semantic
Web. Springer International Publishing. https://doi.org/10.1007/978-3-031-06981-9_14
bibtex: '@inbook{KOUAGOU_Heindorf_Demir_Ngonga Ngomo_2022, place={Cham}, title={Learning
Concept Lengths Accelerates Concept Learning in ALC}, DOI={10.1007/978-3-031-06981-9_14},
booktitle={The Semantic Web}, publisher={Springer International Publishing}, author={KOUAGOU,
N’Dah Jean and Heindorf, Stefan and Demir, Caglar and Ngonga Ngomo, Axel-Cyrille},
year={2022} }'
chicago: 'KOUAGOU, N’Dah Jean, Stefan Heindorf, Caglar Demir, and Axel-Cyrille Ngonga
Ngomo. “Learning Concept Lengths Accelerates Concept Learning in ALC.” In The
Semantic Web. Cham: Springer International Publishing, 2022. https://doi.org/10.1007/978-3-031-06981-9_14.'
ieee: 'N. J. KOUAGOU, S. Heindorf, C. Demir, and A.-C. Ngonga Ngomo, “Learning Concept
Lengths Accelerates Concept Learning in ALC,” in The Semantic Web, Cham:
Springer International Publishing, 2022.'
mla: KOUAGOU, N’Dah Jean, et al. “Learning Concept Lengths Accelerates Concept Learning
in ALC.” The Semantic Web, Springer International Publishing, 2022, doi:10.1007/978-3-031-06981-9_14.
short: 'N.J. KOUAGOU, S. Heindorf, C. Demir, A.-C. Ngonga Ngomo, in: The Semantic
Web, Springer International Publishing, Cham, 2022.'
date_created: 2022-10-15T19:34:41Z
date_updated: 2024-04-03T13:26:10Z
department:
- _id: '574'
- _id: '760'
doi: 10.1007/978-3-031-06981-9_14
language:
- iso: eng
main_file_link:
- open_access: '1'
url: https://arxiv.org/abs/2107.04911
oa: '1'
place: Cham
publication: The Semantic Web
publication_identifier:
isbn:
- '9783031069802'
- '9783031069819'
issn:
- 0302-9743
- 1611-3349
publication_status: published
publisher: Springer International Publishing
related_material:
link:
- relation: confirmation
url: https://link.springer.com/chapter/10.1007/978-3-031-06981-9_14
status: public
title: Learning Concept Lengths Accelerates Concept Learning in ALC
type: book_chapter
user_id: '11871'
year: '2022'
...
---
_id: '47831'
author:
- first_name: Patrick
full_name: Ködding, Patrick
id: '45402'
last_name: Ködding
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: 'Ködding P, Dumitrescu R. Szenario-Technik mit digitalen Technologien. In:
Hartmann EA, ed. Digitalisierung Souverän Gestalten II. ; 2022.'
apa: Ködding, P., & Dumitrescu, R. (2022). Szenario-Technik mit digitalen Technologien.
In E. A. Hartmann (Ed.), Digitalisierung souverän gestalten II.
bibtex: '@inproceedings{Ködding_Dumitrescu_2022, title={Szenario-Technik mit digitalen
Technologien}, booktitle={Digitalisierung souverän gestalten II}, author={Ködding,
Patrick and Dumitrescu, Roman}, editor={Hartmann, Ernst A.}, year={2022} }'
chicago: Ködding, Patrick, and Roman Dumitrescu. “Szenario-Technik Mit Digitalen
Technologien.” In Digitalisierung Souverän Gestalten II, edited by Ernst
A. Hartmann, 2022.
ieee: P. Ködding and R. Dumitrescu, “Szenario-Technik mit digitalen Technologien,”
in Digitalisierung souverän gestalten II, 2022.
mla: Ködding, Patrick, and Roman Dumitrescu. “Szenario-Technik Mit Digitalen Technologien.”
Digitalisierung Souverän Gestalten II, edited by Ernst A. Hartmann, 2022.
short: 'P. Ködding, R. Dumitrescu, in: E.A. Hartmann (Ed.), Digitalisierung Souverän
Gestalten II, 2022.'
date_created: 2023-10-06T12:36:26Z
date_updated: 2024-04-17T16:16:19Z
department:
- _id: '563'
editor:
- first_name: Ernst A.
full_name: Hartmann, Ernst A.
last_name: Hartmann
language:
- iso: eng
publication: Digitalisierung souverän gestalten II
status: public
title: Szenario-Technik mit digitalen Technologien
type: conference
user_id: '45402'
year: '2022'
...
---
_id: '53952'
author:
- first_name: Fabio
full_name: Massacci, Fabio
last_name: Massacci
- first_name: Antonino
full_name: Sabetta, Antonino
last_name: Sabetta
- first_name: Jelena
full_name: Mirkovic, Jelena
last_name: Mirkovic
- first_name: Toby
full_name: Murray, Toby
last_name: Murray
- first_name: Hamed
full_name: Okhravi, Hamed
last_name: Okhravi
- first_name: Mohammad
full_name: Mannan, Mohammad
last_name: Mannan
- first_name: Anderson
full_name: Rocha, Anderson
last_name: Rocha
- first_name: Eric
full_name: Bodden, Eric
id: '59256'
last_name: Bodden
orcid: 0000-0003-3470-3647
- first_name: Daniel E.
full_name: Geer, Daniel E.
last_name: Geer
citation:
ama: Massacci F, Sabetta A, Mirkovic J, et al. “Free” as in Freedom to Protest?
IEEE Security & Privacy. 2022;20(5):16-21. doi:10.1109/msec.2022.3185845
apa: Massacci, F., Sabetta, A., Mirkovic, J., Murray, T., Okhravi, H., Mannan, M.,
Rocha, A., Bodden, E., & Geer, D. E. (2022). “Free” as in Freedom to Protest?
IEEE Security & Privacy, 20(5), 16–21. https://doi.org/10.1109/msec.2022.3185845
bibtex: '@article{Massacci_Sabetta_Mirkovic_Murray_Okhravi_Mannan_Rocha_Bodden_Geer_2022,
title={“Free” as in Freedom to Protest?}, volume={20}, DOI={10.1109/msec.2022.3185845},
number={5}, journal={IEEE Security & Privacy}, publisher={Institute of
Electrical and Electronics Engineers (IEEE)}, author={Massacci, Fabio and Sabetta,
Antonino and Mirkovic, Jelena and Murray, Toby and Okhravi, Hamed and Mannan,
Mohammad and Rocha, Anderson and Bodden, Eric and Geer, Daniel E.}, year={2022},
pages={16–21} }'
chicago: 'Massacci, Fabio, Antonino Sabetta, Jelena Mirkovic, Toby Murray, Hamed
Okhravi, Mohammad Mannan, Anderson Rocha, Eric Bodden, and Daniel E. Geer. “‘Free’
as in Freedom to Protest?” IEEE Security & Privacy 20, no. 5 (2022):
16–21. https://doi.org/10.1109/msec.2022.3185845.'
ieee: 'F. Massacci et al., “‘Free’ as in Freedom to Protest?,” IEEE Security
& Privacy, vol. 20, no. 5, pp. 16–21, 2022, doi: 10.1109/msec.2022.3185845.'
mla: Massacci, Fabio, et al. “‘Free’ as in Freedom to Protest?” IEEE Security
& Privacy, vol. 20, no. 5, Institute of Electrical and Electronics
Engineers (IEEE), 2022, pp. 16–21, doi:10.1109/msec.2022.3185845.
short: F. Massacci, A. Sabetta, J. Mirkovic, T. Murray, H. Okhravi, M. Mannan, A.
Rocha, E. Bodden, D.E. Geer, IEEE Security & Privacy 20 (2022) 16–21.
date_created: 2024-05-06T11:32:59Z
date_updated: 2024-05-06T11:33:14Z
department:
- _id: '76'
doi: 10.1109/msec.2022.3185845
intvolume: ' 20'
issue: '5'
language:
- iso: eng
page: 16-21
publication: IEEE Security & Privacy
publication_identifier:
issn:
- 1540-7993
- 1558-4046
publication_status: published
publisher: Institute of Electrical and Electronics Engineers (IEEE)
status: public
title: “Free” as in Freedom to Protest?
type: journal_article
user_id: '15249'
volume: 20
year: '2022'
...
---
_id: '54435'
abstract:
- lang: eng
text: Web browsers are among the most important but also complex software solutions
to access the web. It is therefore not surprising that web browsers are an attractive
target for attackers. Especially in the last decade, security researchers and
browser vendors have developed sandboxing mechanisms like security-relevant HTTP
headers to tackle the problem of getting a more secure browser. Although the security
community is aware of the importance of security-relevant HTTP headers, legacy
applications and individual requests from different parties have led to possible
insecure configurations of these headers. Even if specific security headers are
configured correctly, conflicts in their functionalities may lead to unforeseen
browser behaviors and vulnerabilities. Recently, the first work which analyzed
duplicated headers and conflicts in headers was published by Calzavara et al.
at USENIX Security [1]. The authors focused on inconsistent protections by using
both, the HTTP header X-Frame-Options and the framing protection of the Content-Security-Policy.
We extend their work by analyzing browser behaviors when parsing duplicated headers,
conflicting directives, and values that do not conform to the defined ABNF metalanguage
specification. We created an open-source testbed running over 19,800 test cases,
at which nearly 300 test cases are executed in the set of 66 different browsers.
Our work shows that browsers conform to the specification and behave securely.
However, all tested browsers behave differently when it comes, for example, to
parsing the Strict-Transport-Security header. Moreover, Chrome, Safari, and Firefox
behave differently if the header contains a character, which is not allowed by
the defined ABNF. This results in the protection mechanism being fully enforced,
partially enforced, or not enforced and thus completely bypassable.
author:
- first_name: Hendrik
full_name: Siewert, Hendrik
last_name: Siewert
- first_name: Martin
full_name: Kretschmer, Martin
last_name: Kretschmer
- first_name: Marcus
full_name: Niemietz, Marcus
last_name: Niemietz
- first_name: Juraj
full_name: Somorovsky, Juraj
id: '83504'
last_name: Somorovsky
orcid: 0000-0002-3593-7720
citation:
ama: 'Siewert H, Kretschmer M, Niemietz M, Somorovsky J. On the Security of Parsing
Security-Relevant HTTP Headers in Modern Browsers. In: 2022 IEEE Security and
Privacy Workshops (SPW). IEEE; 2022. doi:10.1109/spw54247.2022.9833880'
apa: Siewert, H., Kretschmer, M., Niemietz, M., & Somorovsky, J. (2022). On
the Security of Parsing Security-Relevant HTTP Headers in Modern Browsers. 2022
IEEE Security and Privacy Workshops (SPW). https://doi.org/10.1109/spw54247.2022.9833880
bibtex: '@inproceedings{Siewert_Kretschmer_Niemietz_Somorovsky_2022, title={On the
Security of Parsing Security-Relevant HTTP Headers in Modern Browsers}, DOI={10.1109/spw54247.2022.9833880},
booktitle={2022 IEEE Security and Privacy Workshops (SPW)}, publisher={IEEE},
author={Siewert, Hendrik and Kretschmer, Martin and Niemietz, Marcus and Somorovsky,
Juraj}, year={2022} }'
chicago: Siewert, Hendrik, Martin Kretschmer, Marcus Niemietz, and Juraj Somorovsky.
“On the Security of Parsing Security-Relevant HTTP Headers in Modern Browsers.”
In 2022 IEEE Security and Privacy Workshops (SPW). IEEE, 2022. https://doi.org/10.1109/spw54247.2022.9833880.
ieee: 'H. Siewert, M. Kretschmer, M. Niemietz, and J. Somorovsky, “On the Security
of Parsing Security-Relevant HTTP Headers in Modern Browsers,” 2022, doi: 10.1109/spw54247.2022.9833880.'
mla: Siewert, Hendrik, et al. “On the Security of Parsing Security-Relevant HTTP
Headers in Modern Browsers.” 2022 IEEE Security and Privacy Workshops (SPW),
IEEE, 2022, doi:10.1109/spw54247.2022.9833880.
short: 'H. Siewert, M. Kretschmer, M. Niemietz, J. Somorovsky, in: 2022 IEEE Security
and Privacy Workshops (SPW), IEEE, 2022.'
date_created: 2024-05-23T10:49:19Z
date_updated: 2024-05-23T11:01:43Z
department:
- _id: '632'
doi: 10.1109/spw54247.2022.9833880
language:
- iso: eng
publication: 2022 IEEE Security and Privacy Workshops (SPW)
publication_status: published
publisher: IEEE
status: public
title: On the Security of Parsing Security-Relevant HTTP Headers in Modern Browsers
type: conference
user_id: '74619'
year: '2022'
...
---
_id: '29290'
abstract:
- lang: eng
text: "Classifying nodes in knowledge graphs is an important task, e.g., predicting\r\nmissing
types of entities, predicting which molecules cause cancer, or\r\npredicting which
drugs are promising treatment candidates. While black-box\r\nmodels often achieve
high predictive performance, they are only post-hoc and\r\nlocally explainable
and do not allow the learned model to be easily enriched\r\nwith domain knowledge.
Towards this end, learning description logic concepts\r\nfrom positive and negative
examples has been proposed. However, learning such\r\nconcepts often takes a long
time and state-of-the-art approaches provide\r\nlimited support for literal data
values, although they are crucial for many\r\napplications. In this paper, we
propose EvoLearner - an evolutionary approach\r\nto learn ALCQ(D), which is the
attributive language with complement (ALC)\r\npaired with qualified cardinality
restrictions (Q) and data properties (D). We\r\ncontribute a novel initialization
method for the initial population: starting\r\nfrom positive examples (nodes in
the knowledge graph), we perform biased random\r\nwalks and translate them to
description logic concepts. Moreover, we improve\r\nsupport for data properties
by maximizing information gain when deciding where\r\nto split the data. We show
that our approach significantly outperforms the\r\nstate of the art on the benchmarking
framework SML-Bench for structured machine\r\nlearning. Our ablation study confirms
that this is due to our novel\r\ninitialization method and support for data properties."
author:
- first_name: Stefan
full_name: Heindorf, Stefan
id: '11871'
last_name: Heindorf
orcid: 0000-0002-4525-6865
- first_name: Lukas
full_name: Blübaum, Lukas
last_name: Blübaum
- first_name: Nick
full_name: Düsterhus, Nick
last_name: Düsterhus
- first_name: Till
full_name: Werner, Till
last_name: Werner
- first_name: Varun Nandkumar
full_name: Golani, Varun Nandkumar
last_name: Golani
- 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: 'Heindorf S, Blübaum L, Düsterhus N, et al. EvoLearner: Learning Description
Logics with Evolutionary Algorithms. In: WWW. ACM; 2022:818-828. doi:10.1145/3485447.3511925'
apa: 'Heindorf, S., Blübaum, L., Düsterhus, N., Werner, T., Golani, V. N., Demir,
C., & Ngonga Ngomo, A.-C. (2022). EvoLearner: Learning Description Logics
with Evolutionary Algorithms. WWW, 818–828. https://doi.org/10.1145/3485447.3511925'
bibtex: '@inproceedings{Heindorf_Blübaum_Düsterhus_Werner_Golani_Demir_Ngonga Ngomo_2022,
title={EvoLearner: Learning Description Logics with Evolutionary Algorithms},
DOI={10.1145/3485447.3511925},
booktitle={WWW}, publisher={ACM}, author={Heindorf, Stefan and Blübaum, Lukas
and Düsterhus, Nick and Werner, Till and Golani, Varun Nandkumar and Demir, Caglar
and Ngonga Ngomo, Axel-Cyrille}, year={2022}, pages={818–828} }'
chicago: 'Heindorf, Stefan, Lukas Blübaum, Nick Düsterhus, Till Werner, Varun Nandkumar
Golani, Caglar Demir, and Axel-Cyrille Ngonga Ngomo. “EvoLearner: Learning Description
Logics with Evolutionary Algorithms.” In WWW, 818–28. ACM, 2022. https://doi.org/10.1145/3485447.3511925.'
ieee: 'S. Heindorf et al., “EvoLearner: Learning Description Logics with
Evolutionary Algorithms,” in WWW, 2022, pp. 818–828, doi: 10.1145/3485447.3511925.'
mla: 'Heindorf, Stefan, et al. “EvoLearner: Learning Description Logics with Evolutionary
Algorithms.” WWW, ACM, 2022, pp. 818–28, doi:10.1145/3485447.3511925.'
short: 'S. Heindorf, L. Blübaum, N. Düsterhus, T. Werner, V.N. Golani, C. Demir,
A.-C. Ngonga Ngomo, in: WWW, ACM, 2022, pp. 818–828.'
date_created: 2022-01-12T10:22:53Z
date_updated: 2024-05-26T19:13:09Z
department:
- _id: '574'
doi: 10.1145/3485447.3511925
language:
- iso: eng
main_file_link:
- open_access: '1'
url: https://arxiv.org/abs/2111.04879
oa: '1'
page: 818-828
publication: WWW
publisher: ACM
status: public
title: 'EvoLearner: Learning Description Logics with Evolutionary Algorithms'
type: conference
user_id: '11871'
year: '2022'
...
---
_id: '29851'
author:
- first_name: 'Svetlana '
full_name: 'Pestryakova, Svetlana '
last_name: Pestryakova
- first_name: Daniel
full_name: Vollmers, Daniel
last_name: Vollmers
- first_name: Mohamed
full_name: Sherif, Mohamed
id: '67234'
last_name: Sherif
orcid: https://orcid.org/0000-0002-9927-2203
- first_name: Stefan
full_name: Heindorf, Stefan
id: '11871'
last_name: Heindorf
orcid: 0000-0002-4525-6865
- first_name: 'Muhammad '
full_name: 'Saleem, Muhammad '
last_name: Saleem
- first_name: Diego
full_name: Moussallem, Diego
id: '71635'
last_name: Moussallem
- first_name: Axel-Cyrille
full_name: Ngonga Ngomo, Axel-Cyrille
id: '65716'
last_name: Ngonga Ngomo
citation:
ama: 'Pestryakova S, Vollmers D, Sherif M, et al. CovidPubGraph: A FAIR Knowledge
Graph of COVID-19 Publications. Scientific Data. Published online 2022.
doi:10.1038/s41597-022-01298-2'
apa: 'Pestryakova, S., Vollmers, D., Sherif, M., Heindorf, S., Saleem, M., Moussallem,
D., & Ngonga Ngomo, A.-C. (2022). CovidPubGraph: A FAIR Knowledge Graph of
COVID-19 Publications. Scientific Data. https://doi.org/10.1038/s41597-022-01298-2'
bibtex: '@article{Pestryakova_Vollmers_Sherif_Heindorf_Saleem_Moussallem_Ngonga
Ngomo_2022, title={CovidPubGraph: A FAIR Knowledge Graph of COVID-19 Publications},
DOI={10.1038/s41597-022-01298-2},
journal={Scientific Data}, author={Pestryakova, Svetlana and Vollmers, Daniel
and Sherif, Mohamed and Heindorf, Stefan and Saleem, Muhammad and Moussallem,
Diego and Ngonga Ngomo, Axel-Cyrille}, year={2022} }'
chicago: 'Pestryakova, Svetlana , Daniel Vollmers, Mohamed Sherif, Stefan Heindorf,
Muhammad Saleem, Diego Moussallem, and Axel-Cyrille Ngonga Ngomo. “CovidPubGraph:
A FAIR Knowledge Graph of COVID-19 Publications.” Scientific Data, 2022.
https://doi.org/10.1038/s41597-022-01298-2.'
ieee: 'S. Pestryakova et al., “CovidPubGraph: A FAIR Knowledge Graph of COVID-19
Publications,” Scientific Data, 2022, doi: 10.1038/s41597-022-01298-2.'
mla: 'Pestryakova, Svetlana, et al. “CovidPubGraph: A FAIR Knowledge Graph of COVID-19
Publications.” Scientific Data, 2022, doi:10.1038/s41597-022-01298-2.'
short: S. Pestryakova, D. Vollmers, M. Sherif, S. Heindorf, M. Saleem, D. Moussallem,
A.-C. Ngonga Ngomo, Scientific Data (2022).
date_created: 2022-02-15T16:59:29Z
date_updated: 2024-05-26T19:14:21Z
department:
- _id: '574'
doi: 10.1038/s41597-022-01298-2
language:
- iso: eng
main_file_link:
- open_access: '1'
url: https://papers.dice-research.org/2022/NSDJ_CovidPubGraph/public.pdf
oa: '1'
publication: Scientific Data
status: public
title: 'CovidPubGraph: A FAIR Knowledge Graph of COVID-19 Publications'
type: journal_article
user_id: '11871'
year: '2022'
...