---
_id: '16088'
author:
- first_name: K.
full_name: Dembczynski, K.
last_name: Dembczynski
- first_name: W.
full_name: Waegeman, W.
last_name: Waegeman
- first_name: W.
full_name: Cheng, W.
last_name: Cheng
- first_name: Eyke
full_name: Hüllermeier, Eyke
id: '48129'
last_name: Hüllermeier
citation:
ama: Dembczynski K, Waegeman W, Cheng W, Hüllermeier E. On label dependence and
loss minimization in multi-label classification. Machine Learning. 2012;88(1-2):5-45.
apa: Dembczynski, K., Waegeman, W., Cheng, W., & Hüllermeier, E. (2012). On
label dependence and loss minimization in multi-label classification. Machine
Learning, 88(1–2), 5–45.
bibtex: '@article{Dembczynski_Waegeman_Cheng_Hüllermeier_2012, title={On label dependence
and loss minimization in multi-label classification}, volume={88}, number={1–2},
journal={Machine Learning}, author={Dembczynski, K. and Waegeman, W. and Cheng,
W. and Hüllermeier, Eyke}, year={2012}, pages={5–45} }'
chicago: 'Dembczynski, K., W. Waegeman, W. Cheng, and Eyke Hüllermeier. “On Label
Dependence and Loss Minimization in Multi-Label Classification.” Machine Learning
88, no. 1–2 (2012): 5–45.'
ieee: K. Dembczynski, W. Waegeman, W. Cheng, and E. Hüllermeier, “On label dependence
and loss minimization in multi-label classification,” Machine Learning,
vol. 88, no. 1–2, pp. 5–45, 2012.
mla: Dembczynski, K., et al. “On Label Dependence and Loss Minimization in Multi-Label
Classification.” Machine Learning, vol. 88, no. 1–2, 2012, pp. 5–45.
short: K. Dembczynski, W. Waegeman, W. Cheng, E. Hüllermeier, Machine Learning 88
(2012) 5–45.
date_created: 2020-02-25T17:16:52Z
date_updated: 2022-01-06T06:52:43Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: ' 88'
issue: 1-2
language:
- iso: eng
page: 5-45
publication: Machine Learning
status: public
title: On label dependence and loss minimization in multi-label classification
type: journal_article
user_id: '49109'
volume: 88
year: '2012'
...
---
_id: '16089'
author:
- first_name: Ammar
full_name: Shaker, Ammar
last_name: Shaker
- first_name: Eyke
full_name: Hüllermeier, Eyke
id: '48129'
last_name: Hüllermeier
citation:
ama: 'Shaker A, Hüllermeier E. IBL Streams: A system for instance-based classification
and regression on data streams. Evolving Systems. 2012;3(4):235-249.'
apa: 'Shaker, A., & Hüllermeier, E. (2012). IBL Streams: A system for instance-based
classification and regression on data streams. Evolving Systems, 3(4),
235–249.'
bibtex: '@article{Shaker_Hüllermeier_2012, title={IBL Streams: A system for instance-based
classification and regression on data streams}, volume={3}, number={4}, journal={Evolving
Systems}, author={Shaker, Ammar and Hüllermeier, Eyke}, year={2012}, pages={235–249}
}'
chicago: 'Shaker, Ammar, and Eyke Hüllermeier. “IBL Streams: A System for Instance-Based
Classification and Regression on Data Streams.” Evolving Systems 3, no.
4 (2012): 235–49.'
ieee: 'A. Shaker and E. Hüllermeier, “IBL Streams: A system for instance-based classification
and regression on data streams,” Evolving Systems, vol. 3, no. 4, pp. 235–249,
2012.'
mla: 'Shaker, Ammar, and Eyke Hüllermeier. “IBL Streams: A System for Instance-Based
Classification and Regression on Data Streams.” Evolving Systems, vol.
3, no. 4, 2012, pp. 235–49.'
short: A. Shaker, E. Hüllermeier, Evolving Systems 3 (2012) 235–249.
date_created: 2020-02-25T17:20:03Z
date_updated: 2022-01-06T06:52:43Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: ' 3'
issue: '4'
language:
- iso: eng
page: 235-249
publication: Evolving Systems
status: public
title: 'IBL Streams: A system for instance-based classification and regression on
data streams'
type: journal_article
user_id: '49109'
volume: 3
year: '2012'
...
---
_id: '16090'
author:
- first_name: M.
full_name: Dolorez Ruiz, M.
last_name: Dolorez Ruiz
- first_name: Eyke
full_name: Hüllermeier, Eyke
id: '48129'
last_name: Hüllermeier
citation:
ama: Dolorez Ruiz M, Hüllermeier E. A formal and empirical analysis of the fuzzy
gamma rank correlation coefficient. Information Sciences. 2012;206:1-17.
apa: Dolorez Ruiz, M., & Hüllermeier, E. (2012). A formal and empirical analysis
of the fuzzy gamma rank correlation coefficient. Information Sciences,
206, 1–17.
bibtex: '@article{Dolorez Ruiz_Hüllermeier_2012, title={A formal and empirical analysis
of the fuzzy gamma rank correlation coefficient}, volume={206}, journal={Information
Sciences}, author={Dolorez Ruiz, M. and Hüllermeier, Eyke}, year={2012}, pages={1–17}
}'
chicago: 'Dolorez Ruiz, M., and Eyke Hüllermeier. “A Formal and Empirical Analysis
of the Fuzzy Gamma Rank Correlation Coefficient.” Information Sciences
206 (2012): 1–17.'
ieee: M. Dolorez Ruiz and E. Hüllermeier, “A formal and empirical analysis of the
fuzzy gamma rank correlation coefficient,” Information Sciences, vol. 206,
pp. 1–17, 2012.
mla: Dolorez Ruiz, M., and Eyke Hüllermeier. “A Formal and Empirical Analysis of
the Fuzzy Gamma Rank Correlation Coefficient.” Information Sciences, vol.
206, 2012, pp. 1–17.
short: M. Dolorez Ruiz, E. Hüllermeier, Information Sciences 206 (2012) 1–17.
date_created: 2020-02-25T17:22:35Z
date_updated: 2022-01-06T06:52:43Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: ' 206'
language:
- iso: eng
page: 1-17
publication: Information Sciences
status: public
title: A formal and empirical analysis of the fuzzy gamma rank correlation coefficient
type: journal_article
user_id: '49109'
volume: 206
year: '2012'
...
---
_id: '16091'
author:
- first_name: A.
full_name: Fallah Tehrani, A.
last_name: Fallah Tehrani
- first_name: W.
full_name: Cheng, W.
last_name: Cheng
- first_name: Eyke
full_name: Hüllermeier, Eyke
id: '48129'
last_name: Hüllermeier
citation:
ama: 'Fallah Tehrani A, Cheng W, Hüllermeier E. Preference learning using the Choquet
integral: The case of multipartite ranking. IEEE Transactions on Fuzzy Systems.
2012;20(6):1102-1113.'
apa: 'Fallah Tehrani, A., Cheng, W., & Hüllermeier, E. (2012). Preference learning
using the Choquet integral: The case of multipartite ranking. IEEE Transactions
on Fuzzy Systems, 20(6), 1102–1113.'
bibtex: '@article{Fallah Tehrani_Cheng_Hüllermeier_2012, title={Preference learning
using the Choquet integral: The case of multipartite ranking}, volume={20}, number={6},
journal={IEEE Transactions on Fuzzy Systems}, author={Fallah Tehrani, A. and Cheng,
W. and Hüllermeier, Eyke}, year={2012}, pages={1102–1113} }'
chicago: 'Fallah Tehrani, A., W. Cheng, and Eyke Hüllermeier. “Preference Learning
Using the Choquet Integral: The Case of Multipartite Ranking.” IEEE Transactions
on Fuzzy Systems 20, no. 6 (2012): 1102–13.'
ieee: 'A. Fallah Tehrani, W. Cheng, and E. Hüllermeier, “Preference learning using
the Choquet integral: The case of multipartite ranking,” IEEE Transactions
on Fuzzy Systems, vol. 20, no. 6, pp. 1102–1113, 2012.'
mla: 'Fallah Tehrani, A., et al. “Preference Learning Using the Choquet Integral:
The Case of Multipartite Ranking.” IEEE Transactions on Fuzzy Systems,
vol. 20, no. 6, 2012, pp. 1102–13.'
short: A. Fallah Tehrani, W. Cheng, E. Hüllermeier, IEEE Transactions on Fuzzy Systems
20 (2012) 1102–1113.
date_created: 2020-02-25T17:25:33Z
date_updated: 2022-01-06T06:52:43Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: ' 20'
issue: '6'
language:
- iso: eng
page: 1102-1113
publication: IEEE Transactions on Fuzzy Systems
status: public
title: 'Preference learning using the Choquet integral: The case of multipartite ranking'
type: journal_article
user_id: '49109'
volume: 20
year: '2012'
...
---
_id: '16092'
author:
- first_name: T.
full_name: Fober, T.
last_name: Fober
- first_name: M.
full_name: Mernberger, M.
last_name: Mernberger
- first_name: G.
full_name: Klebe, G.
last_name: Klebe
- first_name: Eyke
full_name: Hüllermeier, Eyke
id: '48129'
last_name: Hüllermeier
citation:
ama: Fober T, Mernberger M, Klebe G, Hüllermeier E. Fingerprint kernels for protein
structure comparison. Molecular Informatics. 2012;31(6-7):443-452.
apa: Fober, T., Mernberger, M., Klebe, G., & Hüllermeier, E. (2012). Fingerprint
kernels for protein structure comparison. Molecular Informatics, 31(6–7),
443–452.
bibtex: '@article{Fober_Mernberger_Klebe_Hüllermeier_2012, title={Fingerprint kernels
for protein structure comparison}, volume={31}, number={6–7}, journal={Molecular
Informatics}, author={Fober, T. and Mernberger, M. and Klebe, G. and Hüllermeier,
Eyke}, year={2012}, pages={443–452} }'
chicago: 'Fober, T., M. Mernberger, G. Klebe, and Eyke Hüllermeier. “Fingerprint
Kernels for Protein Structure Comparison.” Molecular Informatics 31, no.
6–7 (2012): 443–52.'
ieee: T. Fober, M. Mernberger, G. Klebe, and E. Hüllermeier, “Fingerprint kernels
for protein structure comparison,” Molecular Informatics, vol. 31, no.
6–7, pp. 443–452, 2012.
mla: Fober, T., et al. “Fingerprint Kernels for Protein Structure Comparison.” Molecular
Informatics, vol. 31, no. 6–7, 2012, pp. 443–52.
short: T. Fober, M. Mernberger, G. Klebe, E. Hüllermeier, Molecular Informatics
31 (2012) 443–452.
date_created: 2020-02-25T17:29:04Z
date_updated: 2022-01-06T06:52:43Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: ' 31'
issue: 6-7
language:
- iso: eng
page: 443-452
publication: Molecular Informatics
status: public
title: Fingerprint kernels for protein structure comparison
type: journal_article
user_id: '49109'
volume: 31
year: '2012'
...
---
_id: '16093'
author:
- first_name: Eyke
full_name: Hüllermeier, Eyke
id: '48129'
last_name: Hüllermeier
- first_name: M.
full_name: Rifqi, M.
last_name: Rifqi
- first_name: Sascha
full_name: Henzgen, Sascha
last_name: Henzgen
- first_name: Robin
full_name: Senge, Robin
last_name: Senge
citation:
ama: 'Hüllermeier E, Rifqi M, Henzgen S, Senge R. Comparing fuzzy partitions: A
generalization of the Rand index and related measures. IEEE Transactions on
Fuzzy Systems. 2012;20(3):546-556.'
apa: 'Hüllermeier, E., Rifqi, M., Henzgen, S., & Senge, R. (2012). Comparing
fuzzy partitions: A generalization of the Rand index and related measures. IEEE
Transactions on Fuzzy Systems, 20(3), 546–556.'
bibtex: '@article{Hüllermeier_Rifqi_Henzgen_Senge_2012, title={Comparing fuzzy partitions:
A generalization of the Rand index and related measures}, volume={20}, number={3},
journal={IEEE Transactions on Fuzzy Systems}, author={Hüllermeier, Eyke and Rifqi,
M. and Henzgen, Sascha and Senge, Robin}, year={2012}, pages={546–556} }'
chicago: 'Hüllermeier, Eyke, M. Rifqi, Sascha Henzgen, and Robin Senge. “Comparing
Fuzzy Partitions: A Generalization of the Rand Index and Related Measures.” IEEE
Transactions on Fuzzy Systems 20, no. 3 (2012): 546–56.'
ieee: 'E. Hüllermeier, M. Rifqi, S. Henzgen, and R. Senge, “Comparing fuzzy partitions:
A generalization of the Rand index and related measures,” IEEE Transactions
on Fuzzy Systems, vol. 20, no. 3, pp. 546–556, 2012.'
mla: 'Hüllermeier, Eyke, et al. “Comparing Fuzzy Partitions: A Generalization of
the Rand Index and Related Measures.” IEEE Transactions on Fuzzy Systems,
vol. 20, no. 3, 2012, pp. 546–56.'
short: E. Hüllermeier, M. Rifqi, S. Henzgen, R. Senge, IEEE Transactions on Fuzzy
Systems 20 (2012) 546–556.
date_created: 2020-02-25T17:32:30Z
date_updated: 2022-01-06T06:52:43Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: ' 20'
issue: '3'
language:
- iso: eng
page: 546-556
publication: IEEE Transactions on Fuzzy Systems
status: public
title: 'Comparing fuzzy partitions: A generalization of the Rand index and related
measures'
type: journal_article
user_id: '49109'
volume: 20
year: '2012'
...
---
_id: '16094'
author:
- first_name: Robin
full_name: Senge, Robin
last_name: Senge
- first_name: T.
full_name: Fober, T.
last_name: Fober
- first_name: N.
full_name: Nasiri, N.
last_name: Nasiri
- first_name: Eyke
full_name: Hüllermeier, Eyke
id: '48129'
last_name: Hüllermeier
citation:
ama: 'Senge R, Fober T, Nasiri N, Hüllermeier E. Fuzzy Pattern Trees: Ein alternativer
Ansatz zur Fuzzy-Modellierung. At-Atomatisierungstechnik. 2012;60(10):622-629.'
apa: 'Senge, R., Fober, T., Nasiri, N., & Hüllermeier, E. (2012). Fuzzy Pattern
Trees: Ein alternativer Ansatz zur Fuzzy-Modellierung. At-Atomatisierungstechnik,
60(10), 622–629.'
bibtex: '@article{Senge_Fober_Nasiri_Hüllermeier_2012, title={Fuzzy Pattern Trees:
Ein alternativer Ansatz zur Fuzzy-Modellierung}, volume={60}, number={10}, journal={At-Atomatisierungstechnik},
author={Senge, Robin and Fober, T. and Nasiri, N. and Hüllermeier, Eyke}, year={2012},
pages={622–629} }'
chicago: 'Senge, Robin, T. Fober, N. Nasiri, and Eyke Hüllermeier. “Fuzzy Pattern
Trees: Ein Alternativer Ansatz Zur Fuzzy-Modellierung.” At-Atomatisierungstechnik
60, no. 10 (2012): 622–29.'
ieee: 'R. Senge, T. Fober, N. Nasiri, and E. Hüllermeier, “Fuzzy Pattern Trees:
Ein alternativer Ansatz zur Fuzzy-Modellierung,” At-Atomatisierungstechnik,
vol. 60, no. 10, pp. 622–629, 2012.'
mla: 'Senge, Robin, et al. “Fuzzy Pattern Trees: Ein Alternativer Ansatz Zur Fuzzy-Modellierung.”
At-Atomatisierungstechnik, vol. 60, no. 10, 2012, pp. 622–29.'
short: R. Senge, T. Fober, N. Nasiri, E. Hüllermeier, At-Atomatisierungstechnik
60 (2012) 622–629.
date_created: 2020-02-25T17:35:35Z
date_updated: 2022-01-06T06:52:43Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: ' 60'
issue: '10'
language:
- iso: eng
page: 622-629
publication: At-Atomatisierungstechnik
status: public
title: 'Fuzzy Pattern Trees: Ein alternativer Ansatz zur Fuzzy-Modellierung'
type: journal_article
user_id: '49109'
volume: 60
year: '2012'
...
---
_id: '16408'
abstract:
- lang: eng
text: "We present a parallel rendering system for heterogeneous PC clusters to visualize
massive models. One single, powerful visualization node is supported by a group
of backend nodes with weak graphics performance. While the visualization node
renders the visible objects, the backend nodes asynchronously perform visibility
tests and supply the front end with visible scene objects. The visualization node
stores only currently visible objects in its memory, while the scene is distributed
among the backend nodes’ memory without redundancy. To efficiently compute the
occlusion tests in spite of that each backend node stores only a fraction of the
original geometry, we complete the scene by adding highly simplified versions
of the objects stored on other nodes. We test our system with 15 backend nodes.
It is able to render a ≈ 350,M polygons (≈ 8.5,GiB) large aircraft model with
20, to 30,fps and thus allows a walk-through in real-time.\r\n"
author:
- first_name: Tim
full_name: Suess, Tim
last_name: Suess
- first_name: Clemens
full_name: Koch, Clemens
last_name: Koch
- first_name: Claudius
full_name: Jähn, Claudius
last_name: Jähn
- first_name: Matthias
full_name: Fischer, Matthias
id: '146'
last_name: Fischer
- first_name: Friedhelm
full_name: Meyer auf der Heide, Friedhelm
id: '15523'
last_name: Meyer auf der Heide
citation:
ama: 'Suess T, Koch C, Jähn C, Fischer M, Meyer auf der Heide F. Asynchronous Occlusion
Culling on Heterogeneous PC Clusters for Distributed 3D Scenes. In: Advances
in Visual Computing. Vol 7431. Lecture Notes in Computer Science. ; 2012:502-512.
doi:10.1007/978-3-642-33179-4_48'
apa: Suess, T., Koch, C., Jähn, C., Fischer, M., & Meyer auf der Heide, F. (2012).
Asynchronous Occlusion Culling on Heterogeneous PC Clusters for Distributed 3D
Scenes. Advances in Visual Computing, 7431, 502–512. https://doi.org/10.1007/978-3-642-33179-4_48
bibtex: '@inproceedings{Suess_Koch_Jähn_Fischer_Meyer auf der Heide_2012, place={Berlin,
Heidelberg}, series={Lecture Notes in Computer Science}, title={Asynchronous Occlusion
Culling on Heterogeneous PC Clusters for Distributed 3D Scenes}, volume={7431},
DOI={10.1007/978-3-642-33179-4_48},
booktitle={Advances in Visual Computing}, author={Suess, Tim and Koch, Clemens
and Jähn, Claudius and Fischer, Matthias and Meyer auf der Heide, Friedhelm},
year={2012}, pages={502–512}, collection={Lecture Notes in Computer Science} }'
chicago: Suess, Tim, Clemens Koch, Claudius Jähn, Matthias Fischer, and Friedhelm
Meyer auf der Heide. “Asynchronous Occlusion Culling on Heterogeneous PC Clusters
for Distributed 3D Scenes.” In Advances in Visual Computing, 7431:502–12.
Lecture Notes in Computer Science. Berlin, Heidelberg, 2012. https://doi.org/10.1007/978-3-642-33179-4_48.
ieee: 'T. Suess, C. Koch, C. Jähn, M. Fischer, and F. Meyer auf der Heide, “Asynchronous
Occlusion Culling on Heterogeneous PC Clusters for Distributed 3D Scenes,” in
Advances in Visual Computing, 2012, vol. 7431, pp. 502–512, doi: 10.1007/978-3-642-33179-4_48.'
mla: Suess, Tim, et al. “Asynchronous Occlusion Culling on Heterogeneous PC Clusters
for Distributed 3D Scenes.” Advances in Visual Computing, vol. 7431, 2012,
pp. 502–12, doi:10.1007/978-3-642-33179-4_48.
short: 'T. Suess, C. Koch, C. Jähn, M. Fischer, F. Meyer auf der Heide, in: Advances
in Visual Computing, Berlin, Heidelberg, 2012, pp. 502–512.'
date_created: 2020-04-06T07:40:57Z
date_updated: 2022-01-06T06:52:50Z
department:
- _id: '63'
doi: 10.1007/978-3-642-33179-4_48
intvolume: ' 7431'
language:
- iso: eng
page: 502-512
place: Berlin, Heidelberg
publication: Advances in Visual Computing
publication_identifier:
isbn:
- '9783642331787'
- '9783642331794'
issn:
- 0302-9743
- 1611-3349
publication_status: published
series_title: Lecture Notes in Computer Science
status: public
title: Asynchronous Occlusion Culling on Heterogeneous PC Clusters for Distributed
3D Scenes
type: conference
user_id: '15415'
volume: 7431
year: '2012'
...
---
_id: '13120'
author:
- first_name: W.
full_name: Cheng, W.
last_name: Cheng
- first_name: Eyke
full_name: Hüllermeier, Eyke
id: '48129'
last_name: Hüllermeier
- first_name: W.
full_name: Waegeman, W.
last_name: Waegeman
- first_name: V.
full_name: Welker, V.
last_name: Welker
citation:
ama: 'Cheng W, Hüllermeier E, Waegeman W, Welker V. Label ranking with partial abstention
based on thresholded probalistic models. In: In Proceedings NIPS-2012, 26th
Annual Conference on Neural Information Processing Systems, Lake Tahoe, Nevada,
USA. ; 2012.'
apa: Cheng, W., Hüllermeier, E., Waegeman, W., & Welker, V. (2012). Label ranking
with partial abstention based on thresholded probalistic models. In In Proceedings
NIPS-2012, 26th Annual Conference on Neural Information Processing Systems, Lake
Tahoe, Nevada, USA.
bibtex: '@inproceedings{Cheng_Hüllermeier_Waegeman_Welker_2012, title={Label ranking
with partial abstention based on thresholded probalistic models}, booktitle={In
Proceedings NIPS-2012, 26th Annual Conference on Neural Information Processing
Systems, Lake Tahoe, Nevada, USA}, author={Cheng, W. and Hüllermeier, Eyke and
Waegeman, W. and Welker, V.}, year={2012} }'
chicago: Cheng, W., Eyke Hüllermeier, W. Waegeman, and V. Welker. “Label Ranking
with Partial Abstention Based on Thresholded Probalistic Models.” In In Proceedings
NIPS-2012, 26th Annual Conference on Neural Information Processing Systems, Lake
Tahoe, Nevada, USA, 2012.
ieee: W. Cheng, E. Hüllermeier, W. Waegeman, and V. Welker, “Label ranking with
partial abstention based on thresholded probalistic models,” in In Proceedings
NIPS-2012, 26th Annual Conference on Neural Information Processing Systems, Lake
Tahoe, Nevada, USA, 2012.
mla: Cheng, W., et al. “Label Ranking with Partial Abstention Based on Thresholded
Probalistic Models.” In Proceedings NIPS-2012, 26th Annual Conference on Neural
Information Processing Systems, Lake Tahoe, Nevada, USA, 2012.
short: 'W. Cheng, E. Hüllermeier, W. Waegeman, V. Welker, in: In Proceedings NIPS-2012,
26th Annual Conference on Neural Information Processing Systems, Lake Tahoe, Nevada,
USA, 2012.'
date_created: 2019-08-30T15:54:29Z
date_updated: 2022-01-06T06:51:28Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
language:
- iso: eng
publication: In Proceedings NIPS-2012, 26th Annual Conference on Neural Information
Processing Systems, Lake Tahoe, Nevada, USA
status: public
title: Label ranking with partial abstention based on thresholded probalistic models
type: conference
user_id: '49109'
year: '2012'
...
---
_id: '13191'
author:
- first_name: W.
full_name: Cheng, W.
last_name: Cheng
- first_name: Eyke
full_name: Hüllermeier, Eyke
id: '48129'
last_name: Hüllermeier
citation:
ama: 'Cheng W, Hüllermeier E. Probability estimation for mulit-class classification
based on label ranking. In: Proceedings ECML/PKDD-2012, European Conference
on Machine Learning and Principles and Practice of Knowledge Discovery in Databases,
Bristol, UK. ; 2012.'
apa: Cheng, W., & Hüllermeier, E. (2012). Probability estimation for mulit-class
classification based on label ranking. In Proceedings ECML/PKDD-2012, European
Conference on Machine Learning and Principles and Practice of Knowledge Discovery
in Databases, Bristol, UK.
bibtex: '@inproceedings{Cheng_Hüllermeier_2012, title={Probability estimation for
mulit-class classification based on label ranking}, booktitle={Proceedings ECML/PKDD-2012,
European Conference on Machine Learning and Principles and Practice of Knowledge
Discovery in Databases, Bristol, UK}, author={Cheng, W. and Hüllermeier, Eyke},
year={2012} }'
chicago: Cheng, W., and Eyke Hüllermeier. “Probability Estimation for Mulit-Class
Classification Based on Label Ranking.” In Proceedings ECML/PKDD-2012, European
Conference on Machine Learning and Principles and Practice of Knowledge Discovery
in Databases, Bristol, UK, 2012.
ieee: W. Cheng and E. Hüllermeier, “Probability estimation for mulit-class classification
based on label ranking,” in Proceedings ECML/PKDD-2012, European Conference
on Machine Learning and Principles and Practice of Knowledge Discovery in Databases,
Bristol, UK, 2012.
mla: Cheng, W., and Eyke Hüllermeier. “Probability Estimation for Mulit-Class Classification
Based on Label Ranking.” Proceedings ECML/PKDD-2012, European Conference on
Machine Learning and Principles and Practice of Knowledge Discovery in Databases,
Bristol, UK, 2012.
short: 'W. Cheng, E. Hüllermeier, in: Proceedings ECML/PKDD-2012, European Conference
on Machine Learning and Principles and Practice of Knowledge Discovery in Databases,
Bristol, UK, 2012.'
date_created: 2019-09-12T14:33:46Z
date_updated: 2022-01-06T06:51:30Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
language:
- iso: eng
publication: Proceedings ECML/PKDD-2012, European Conference on Machine Learning and
Principles and Practice of Knowledge Discovery in Databases, Bristol, UK
status: public
title: Probability estimation for mulit-class classification based on label ranking
type: conference
user_id: '49109'
year: '2012'
...
---
_id: '13192'
author:
- first_name: K.
full_name: Dembczynski, K.
last_name: Dembczynski
- first_name: W.
full_name: Kotlowski, W.
last_name: Kotlowski
- first_name: Eyke
full_name: Hüllermeier, Eyke
id: '48129'
last_name: Hüllermeier
citation:
ama: 'Dembczynski K, Kotlowski W, Hüllermeier E. Consistent multilabel ranking through
univariate loss minimization. In: Langford J, Pineau J, eds. In Proceedings
ICML-2012, International Conference on Machine Learning, Edinburgh, Scotland.
; 2012.'
apa: Dembczynski, K., Kotlowski, W., & Hüllermeier, E. (2012). Consistent multilabel
ranking through univariate loss minimization. In J. Langford & J. Pineau (Eds.),
in Proceedings ICML-2012, International Conference on Machine Learning, Edinburgh,
Scotland.
bibtex: '@inproceedings{Dembczynski_Kotlowski_Hüllermeier_2012, title={Consistent
multilabel ranking through univariate loss minimization}, booktitle={in Proceedings
ICML-2012, International Conference on Machine Learning, Edinburgh, Scotland},
author={Dembczynski, K. and Kotlowski, W. and Hüllermeier, Eyke}, editor={Langford,
J. and Pineau, J.Editors}, year={2012} }'
chicago: Dembczynski, K., W. Kotlowski, and Eyke Hüllermeier. “Consistent Multilabel
Ranking through Univariate Loss Minimization.” In In Proceedings ICML-2012,
International Conference on Machine Learning, Edinburgh, Scotland, edited
by J. Langford and J. Pineau, 2012.
ieee: K. Dembczynski, W. Kotlowski, and E. Hüllermeier, “Consistent multilabel ranking
through univariate loss minimization,” in in Proceedings ICML-2012, International
Conference on Machine Learning, Edinburgh, Scotland, 2012.
mla: Dembczynski, K., et al. “Consistent Multilabel Ranking through Univariate Loss
Minimization.” In Proceedings ICML-2012, International Conference on Machine
Learning, Edinburgh, Scotland, edited by J. Langford and J. Pineau, 2012.
short: 'K. Dembczynski, W. Kotlowski, E. Hüllermeier, in: J. Langford, J. Pineau
(Eds.), In Proceedings ICML-2012, International Conference on Machine Learning,
Edinburgh, Scotland, 2012.'
date_created: 2019-09-12T14:37:17Z
date_updated: 2022-01-06T06:51:30Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
editor:
- first_name: J.
full_name: Langford, J.
last_name: Langford
- first_name: J.
full_name: Pineau, J.
last_name: Pineau
language:
- iso: eng
publication: in Proceedings ICML-2012, International Conference on Machine Learning,
Edinburgh, Scotland
status: public
title: Consistent multilabel ranking through univariate loss minimization
type: conference
user_id: '49109'
year: '2012'
...
---
_id: '13193'
author:
- first_name: K.
full_name: Dembczynski, K.
last_name: Dembczynski
- first_name: W.
full_name: Waegeman, W.
last_name: Waegeman
- first_name: Eyke
full_name: Hüllermeier, Eyke
id: '48129'
last_name: Hüllermeier
citation:
ama: 'Dembczynski K, Waegeman W, Hüllermeier E. An analysis of chaining in multi-label
classification. In: In Proceedings ECAI-2012, 20th European Conference on Artificial
Inteligence, Montpellier, France . IOS Press; 2012:294-299.'
apa: Dembczynski, K., Waegeman, W., & Hüllermeier, E. (2012). An analysis of
chaining in multi-label classification. In In Proceedings ECAI-2012, 20th European
Conference on Artificial Inteligence, Montpellier, France (pp. 294–299).
IOS Press.
bibtex: '@inproceedings{Dembczynski_Waegeman_Hüllermeier_2012, title={An analysis
of chaining in multi-label classification}, booktitle={In Proceedings ECAI-2012,
20th European Conference on Artificial Inteligence, Montpellier, France }, publisher={IOS
Press}, author={Dembczynski, K. and Waegeman, W. and Hüllermeier, Eyke}, year={2012},
pages={294–299} }'
chicago: Dembczynski, K., W. Waegeman, and Eyke Hüllermeier. “An Analysis of Chaining
in Multi-Label Classification.” In In Proceedings ECAI-2012, 20th European
Conference on Artificial Inteligence, Montpellier, France , 294–99. IOS Press,
2012.
ieee: K. Dembczynski, W. Waegeman, and E. Hüllermeier, “An analysis of chaining
in multi-label classification,” in In Proceedings ECAI-2012, 20th European
Conference on Artificial Inteligence, Montpellier, France , 2012, pp. 294–299.
mla: Dembczynski, K., et al. “An Analysis of Chaining in Multi-Label Classification.”
In Proceedings ECAI-2012, 20th European Conference on Artificial Inteligence,
Montpellier, France , IOS Press, 2012, pp. 294–99.
short: 'K. Dembczynski, W. Waegeman, E. Hüllermeier, in: In Proceedings ECAI-2012,
20th European Conference on Artificial Inteligence, Montpellier, France , IOS
Press, 2012, pp. 294–299.'
date_created: 2019-09-12T14:41:48Z
date_updated: 2022-01-06T06:51:30Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
language:
- iso: eng
page: 294-299
publication: 'In Proceedings ECAI-2012, 20th European Conference on Artificial Inteligence,
Montpellier, France '
publisher: IOS Press
status: public
title: An analysis of chaining in multi-label classification
type: conference
user_id: '49109'
year: '2012'
...
---
_id: '13462'
author:
- first_name: Peter
full_name: Lewis, Peter
last_name: Lewis
- first_name: Marco
full_name: Platzner, Marco
id: '398'
last_name: Platzner
- first_name: Xin
full_name: Yao, Xin
last_name: Yao
citation:
ama: Lewis P, Platzner M, Yao X. An Outlook for Self-Awareness in Computing Systems.
Awareness Magazine; 2012.
apa: Lewis, P., Platzner, M., & Yao, X. (2012). An outlook for self-awareness
in computing systems. Awareness Magazine.
bibtex: '@book{Lewis_Platzner_Yao_2012, title={An outlook for self-awareness in
computing systems}, publisher={Awareness Magazine}, author={Lewis, Peter and Platzner,
Marco and Yao, Xin}, year={2012} }'
chicago: Lewis, Peter, Marco Platzner, and Xin Yao. An Outlook for Self-Awareness
in Computing Systems. Awareness Magazine, 2012.
ieee: P. Lewis, M. Platzner, and X. Yao, An outlook for self-awareness in computing
systems. Awareness Magazine, 2012.
mla: Lewis, Peter, et al. An Outlook for Self-Awareness in Computing Systems.
Awareness Magazine, 2012.
short: P. Lewis, M. Platzner, X. Yao, An Outlook for Self-Awareness in Computing
Systems, Awareness Magazine, 2012.
date_created: 2019-09-30T09:24:09Z
date_updated: 2022-01-06T06:51:36Z
department:
- _id: '78'
language:
- iso: eng
project:
- _id: '1'
name: SFB 901
- _id: '4'
name: SFB 901 - Project Area C
- _id: '14'
name: SFB 901 - Subproject C2
publisher: Awareness Magazine
status: public
title: An outlook for self-awareness in computing systems
type: misc
user_id: '398'
year: '2012'
...
---
_id: '10153'
author:
- first_name: Eyke
full_name: Hüllermeier, Eyke
id: '48129'
last_name: Hüllermeier
citation:
ama: 'Hüllermeier E. Fuzzy rules in data mining: From fuzzy associations to gradual
dependencies. In: Trillas E, Bonissone PP, Magdalena L, Kacprzyk J, eds. Combining
Experimentation and Theory. Vol 271. Studies in Fuzziness and Soft Computing.
Springer; 2012:123-135.'
apa: 'Hüllermeier, E. (2012). Fuzzy rules in data mining: From fuzzy associations
to gradual dependencies. In E. Trillas, P. P. Bonissone, L. Magdalena, & J.
Kacprzyk (Eds.), Combining Experimentation and Theory (Vol. 271, pp. 123–135).
Springer.'
bibtex: '@inbook{Hüllermeier_2012, series={Studies in Fuzziness and Soft Computing},
title={Fuzzy rules in data mining: From fuzzy associations to gradual dependencies},
volume={271}, booktitle={Combining Experimentation and Theory}, publisher={Springer},
author={Hüllermeier, Eyke}, editor={Trillas, E. and Bonissone, P.P. and Magdalena,
L. and Kacprzyk, J.Editors}, year={2012}, pages={123–135}, collection={Studies
in Fuzziness and Soft Computing} }'
chicago: 'Hüllermeier, Eyke. “Fuzzy Rules in Data Mining: From Fuzzy Associations
to Gradual Dependencies.” In Combining Experimentation and Theory, edited
by E. Trillas, P.P. Bonissone, L. Magdalena, and J. Kacprzyk, 271:123–35. Studies
in Fuzziness and Soft Computing. Springer, 2012.'
ieee: 'E. Hüllermeier, “Fuzzy rules in data mining: From fuzzy associations to gradual
dependencies,” in Combining Experimentation and Theory, vol. 271, E. Trillas,
P. P. Bonissone, L. Magdalena, and J. Kacprzyk, Eds. Springer, 2012, pp. 123–135.'
mla: 'Hüllermeier, Eyke. “Fuzzy Rules in Data Mining: From Fuzzy Associations to
Gradual Dependencies.” Combining Experimentation and Theory, edited by
E. Trillas et al., vol. 271, Springer, 2012, pp. 123–35.'
short: 'E. Hüllermeier, in: E. Trillas, P.P. Bonissone, L. Magdalena, J. Kacprzyk
(Eds.), Combining Experimentation and Theory, Springer, 2012, pp. 123–135.'
date_created: 2019-06-07T09:20:45Z
date_updated: 2022-01-06T06:50:31Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
editor:
- first_name: E.
full_name: Trillas, E.
last_name: Trillas
- first_name: P.P.
full_name: Bonissone, P.P.
last_name: Bonissone
- first_name: L.
full_name: Magdalena, L.
last_name: Magdalena
- first_name: J.
full_name: Kacprzyk, J.
last_name: Kacprzyk
intvolume: ' 271'
language:
- iso: eng
page: 123-135
publication: Combining Experimentation and Theory
publisher: Springer
series_title: Studies in Fuzziness and Soft Computing
status: public
title: 'Fuzzy rules in data mining: From fuzzy associations to gradual dependencies'
type: book_chapter
user_id: '49109'
volume: 271
year: '2012'
...
---
_id: '26695'
abstract:
- lang: eng
text: The Unified Modeling Language (UML) is now widely accepted by the software
community. More recently, UML has attracted attention as a unification language
for systems description combining both hardware and software components. First,
it has been recognized that electronic systems design can no longer be seen as
an isolated hardware design activity. In addition, recent advances in tools supporting
high level hardware synthesis from electronic system level languages, which are
predominantly based on C/C++, open new perspectives for automatic code generation
from UML models and opportunities to enhance the link between a high level specification
and a concrete hardware/software implementation. Finally, UML has become a general
purpose language which can be customized for specific purposes, such as the modelization
of electronic systems. This chapter presents recent advances of the UML language
applied to System-on-Chip (SoC) and hardware-related embedded systems design.
In particular, several examples of specific UML customizations (UML profiles)
relevant for SoC design are summarized. Various approaches associating UML with
existing hardware/software design languages are presented. The question of tool
support and association with well-known simulation environments, such as MATLAB/Simulink,
is addressed as well. A concrete example of a UML profile for hardware/software
co-modeling and code generation for hardware/software co-simulation is presented
in more details for illustration purposes.
author:
- first_name: Yves
full_name: Vanderperren, Yves
last_name: Vanderperren
- first_name: Wolfgang
full_name: Müller, Wolfgang
id: '16243'
last_name: Müller
- first_name: Da
full_name: He, Da
last_name: He
- first_name: Fabian
full_name: Mischkalla, Fabian
last_name: Mischkalla
- first_name: Wim
full_name: Dahaene, Wim
last_name: Dahaene
citation:
ama: 'Vanderperren Y, Müller W, He D, Mischkalla F, Dahaene W. Extending UML for
Electronic Systems Design: A Code Generation Perspective. In: Nicolescu G, O’Connor
I, Piguet C, eds. Design Technology for Heterogeneous Embedded Systems.
1st Edition. Auflage. Springer Verlag; 2012:13-39.'
apa: 'Vanderperren, Y., Müller, W., He, D., Mischkalla, F., & Dahaene, W. (2012).
Extending UML for Electronic Systems Design: A Code Generation Perspective. In
G. Nicolescu, I. O’Connor, & C. Piguet (Eds.), Design Technology for Heterogeneous
Embedded Systems (1st Edition. Auflage, pp. 13–39). Springer Verlag.'
bibtex: '@inbook{Vanderperren_Müller_He_Mischkalla_Dahaene_2012, edition={1st Edition.
Auflage}, title={Extending UML for Electronic Systems Design: A Code Generation
Perspective}, booktitle={Design Technology for Heterogeneous Embedded Systems},
publisher={Springer Verlag}, author={Vanderperren, Yves and Müller, Wolfgang and
He, Da and Mischkalla, Fabian and Dahaene, Wim}, editor={Nicolescu, Gabriela and
O’Connor, Ian and Piguet, Christian}, year={2012}, pages={13–39} }'
chicago: 'Vanderperren, Yves, Wolfgang Müller, Da He, Fabian Mischkalla, and Wim
Dahaene. “Extending UML for Electronic Systems Design: A Code Generation Perspective.”
In Design Technology for Heterogeneous Embedded Systems, edited by Gabriela
Nicolescu, Ian O’Connor, and Christian Piguet, 1st Edition. Auflage., 13–39. Springer
Verlag, 2012.'
ieee: 'Y. Vanderperren, W. Müller, D. He, F. Mischkalla, and W. Dahaene, “Extending
UML for Electronic Systems Design: A Code Generation Perspective,” in Design
Technology for Heterogeneous Embedded Systems, 1st Edition. Auflage., G. Nicolescu,
I. O’Connor, and C. Piguet, Eds. Springer Verlag, 2012, pp. 13–39.'
mla: 'Vanderperren, Yves, et al. “Extending UML for Electronic Systems Design: A
Code Generation Perspective.” Design Technology for Heterogeneous Embedded
Systems, edited by Gabriela Nicolescu et al., 1st Edition. Auflage, Springer
Verlag, 2012, pp. 13–39.'
short: 'Y. Vanderperren, W. Müller, D. He, F. Mischkalla, W. Dahaene, in: G. Nicolescu,
I. O’Connor, C. Piguet (Eds.), Design Technology for Heterogeneous Embedded Systems,
1st Edition. Auflage, Springer Verlag, 2012, pp. 13–39.'
date_created: 2021-10-21T12:14:17Z
date_updated: 2022-10-18T09:53:40Z
department:
- _id: '672'
edition: 1st Edition. Auflage
editor:
- first_name: Gabriela
full_name: Nicolescu, Gabriela
last_name: Nicolescu
- first_name: Ian
full_name: O'Connor, Ian
last_name: O'Connor
- first_name: Christian
full_name: Piguet, Christian
last_name: Piguet
language:
- iso: eng
page: 13-39
publication: Design Technology for Heterogeneous Embedded Systems
publication_identifier:
isbn:
- 978-94-007-1125-9
publisher: Springer Verlag
status: public
title: 'Extending UML for Electronic Systems Design: A Code Generation Perspective'
type: book_chapter
user_id: '5786'
year: '2012'
...
---
_id: '46397'
abstract:
- lang: eng
text: In multiobjective optimization, set-based performance indicators are commonly
used to assess the quality of a Pareto front approximation. Based on the scalarization
obtained by these indicators, a performance comparison of multiobjective optimization
algorithms becomes possible. The R2 and the Hypervolume (HV) indicator represent
two recommended approaches which have shown a correlated behavior in recent empirical
studies. Whereas the HV indicator has been comprehensively analyzed in the last
years, almost no studies on the R2 indicator exist. In this paper, we thus perform
a comprehensive investigation of the properties of the R2 indicator in a theoretical
and empirical way. The influence of the number and distribution of the weight
vectors on the optimal distribution of μ solutions is analyzed. Based on a comparative
analysis, specific characteristics and differences of the R2 and HV indicator
are presented.
author:
- first_name: Dimo
full_name: Brockhoff, Dimo
last_name: Brockhoff
- first_name: Tobias
full_name: Wagner, Tobias
last_name: Wagner
- first_name: Heike
full_name: Trautmann, Heike
id: '100740'
last_name: Trautmann
orcid: 0000-0002-9788-8282
citation:
ama: 'Brockhoff D, Wagner T, Trautmann H. On the Properties of the R2 Indicator.
In: Proceedings of the 14th Annual Conference on Genetic and Evolutionary Computation.
GECCO ’12. Association for Computing Machinery; 2012:465–472. doi:10.1145/2330163.2330230'
apa: Brockhoff, D., Wagner, T., & Trautmann, H. (2012). On the Properties of
the R2 Indicator. Proceedings of the 14th Annual Conference on Genetic and
Evolutionary Computation, 465–472. https://doi.org/10.1145/2330163.2330230
bibtex: '@inproceedings{Brockhoff_Wagner_Trautmann_2012, place={New York, NY, USA},
series={GECCO ’12}, title={On the Properties of the R2 Indicator}, DOI={10.1145/2330163.2330230},
booktitle={Proceedings of the 14th Annual Conference on Genetic and Evolutionary
Computation}, publisher={Association for Computing Machinery}, author={Brockhoff,
Dimo and Wagner, Tobias and Trautmann, Heike}, year={2012}, pages={465–472}, collection={GECCO
’12} }'
chicago: 'Brockhoff, Dimo, Tobias Wagner, and Heike Trautmann. “On the Properties
of the R2 Indicator.” In Proceedings of the 14th Annual Conference on Genetic
and Evolutionary Computation, 465–472. GECCO ’12. New York, NY, USA: Association
for Computing Machinery, 2012. https://doi.org/10.1145/2330163.2330230.'
ieee: 'D. Brockhoff, T. Wagner, and H. Trautmann, “On the Properties of the R2 Indicator,”
in Proceedings of the 14th Annual Conference on Genetic and Evolutionary Computation,
2012, pp. 465–472, doi: 10.1145/2330163.2330230.'
mla: Brockhoff, Dimo, et al. “On the Properties of the R2 Indicator.” Proceedings
of the 14th Annual Conference on Genetic and Evolutionary Computation, Association
for Computing Machinery, 2012, pp. 465–472, doi:10.1145/2330163.2330230.
short: 'D. Brockhoff, T. Wagner, H. Trautmann, in: Proceedings of the 14th Annual
Conference on Genetic and Evolutionary Computation, Association for Computing
Machinery, New York, NY, USA, 2012, pp. 465–472.'
date_created: 2023-08-04T15:52:42Z
date_updated: 2023-10-16T13:47:23Z
department:
- _id: '34'
- _id: '819'
doi: 10.1145/2330163.2330230
keyword:
- hypervolume indicator
- multiobjective optimization
- performance assessment
- r2 indicator
language:
- iso: eng
page: 465–472
place: New York, NY, USA
publication: Proceedings of the 14th Annual Conference on Genetic and Evolutionary
Computation
publication_identifier:
isbn:
- '9781450311779'
publisher: Association for Computing Machinery
series_title: GECCO ’12
status: public
title: On the Properties of the R2 Indicator
type: conference
user_id: '15504'
year: '2012'
...
---
_id: '46396'
abstract:
- lang: eng
text: The steady supply of new optimization methods makes the algorithm selection
problem (ASP) an increasingly pressing and challenging task, specially for real-world
black-box optimization problems. The introduced approach considers the ASP as
a cost-sensitive classification task which is based on Exploratory Landscape Analysis.
Low-level features gathered by systematic sampling of the function on the feasible
set are used to predict a well-performing algorithm out of a given portfolio.
Example-specific label costs are defined by the expected runtime of each candidate
algorithm. We use one-sided support vector regression to solve this learning problem.
The approach is illustrated by means of the optimization problems and algorithms
of the BBOB’09/10 workshop.
author:
- first_name: Bernd
full_name: Bischl, Bernd
last_name: Bischl
- first_name: Olaf
full_name: Mersmann, Olaf
last_name: Mersmann
- first_name: Heike
full_name: Trautmann, Heike
id: '100740'
last_name: Trautmann
orcid: 0000-0002-9788-8282
- first_name: Mike
full_name: Preuß, Mike
last_name: Preuß
citation:
ama: 'Bischl B, Mersmann O, Trautmann H, Preuß M. Algorithm Selection Based on Exploratory
Landscape Analysis and Cost-Sensitive Learning. In: Proceedings of the 14th
Annual Conference on Genetic and Evolutionary Computation. GECCO ’12. Association
for Computing Machinery; 2012:313–320. doi:10.1145/2330163.2330209'
apa: Bischl, B., Mersmann, O., Trautmann, H., & Preuß, M. (2012). Algorithm
Selection Based on Exploratory Landscape Analysis and Cost-Sensitive Learning.
Proceedings of the 14th Annual Conference on Genetic and Evolutionary Computation,
313–320. https://doi.org/10.1145/2330163.2330209
bibtex: '@inproceedings{Bischl_Mersmann_Trautmann_Preuß_2012, place={New York, NY,
USA}, series={GECCO ’12}, title={Algorithm Selection Based on Exploratory Landscape
Analysis and Cost-Sensitive Learning}, DOI={10.1145/2330163.2330209},
booktitle={Proceedings of the 14th Annual Conference on Genetic and Evolutionary
Computation}, publisher={Association for Computing Machinery}, author={Bischl,
Bernd and Mersmann, Olaf and Trautmann, Heike and Preuß, Mike}, year={2012}, pages={313–320},
collection={GECCO ’12} }'
chicago: 'Bischl, Bernd, Olaf Mersmann, Heike Trautmann, and Mike Preuß. “Algorithm
Selection Based on Exploratory Landscape Analysis and Cost-Sensitive Learning.”
In Proceedings of the 14th Annual Conference on Genetic and Evolutionary Computation,
313–320. GECCO ’12. New York, NY, USA: Association for Computing Machinery, 2012.
https://doi.org/10.1145/2330163.2330209.'
ieee: 'B. Bischl, O. Mersmann, H. Trautmann, and M. Preuß, “Algorithm Selection
Based on Exploratory Landscape Analysis and Cost-Sensitive Learning,” in Proceedings
of the 14th Annual Conference on Genetic and Evolutionary Computation, 2012,
pp. 313–320, doi: 10.1145/2330163.2330209.'
mla: Bischl, Bernd, et al. “Algorithm Selection Based on Exploratory Landscape Analysis
and Cost-Sensitive Learning.” Proceedings of the 14th Annual Conference on
Genetic and Evolutionary Computation, Association for Computing Machinery,
2012, pp. 313–320, doi:10.1145/2330163.2330209.
short: 'B. Bischl, O. Mersmann, H. Trautmann, M. Preuß, in: Proceedings of the 14th
Annual Conference on Genetic and Evolutionary Computation, Association for Computing
Machinery, New York, NY, USA, 2012, pp. 313–320.'
date_created: 2023-08-04T15:51:56Z
date_updated: 2023-10-16T13:48:48Z
department:
- _id: '34'
- _id: '819'
doi: 10.1145/2330163.2330209
keyword:
- machine learning
- exploratory landscape analysis
- fitness landscape
- benchmarking
- evolutionary optimization
- bbob test set
- algorithm selection
language:
- iso: eng
page: 313–320
place: New York, NY, USA
publication: Proceedings of the 14th Annual Conference on Genetic and Evolutionary
Computation
publication_identifier:
isbn:
- '9781450311779'
publisher: Association for Computing Machinery
series_title: GECCO ’12
status: public
title: Algorithm Selection Based on Exploratory Landscape Analysis and Cost-Sensitive
Learning
type: conference
user_id: '15504'
year: '2012'
...
---
_id: '46399'
abstract:
- lang: eng
text: Meta-modeling has become a crucial tool in solving expensive optimization
problems. Much of the work in the past has focused on finding a good regression
method to model the fitness function. Examples include classical linear regression,
splines, neural networks, Kriging and support vector regression. This paper specifically
draws attention to the fact that assessing model accuracy is a crucial aspect
in the meta-modeling framework. Resampling strategies such as cross-validation,
subsampling, bootstrapping, and nested resampling are prominent methods for model
validation and are systematically discussed with respect to possible pitfalls,
shortcomings, and specific features. A survey of meta-modeling techniques within
evolutionary optimization is provided. In addition, practical examples illustrating
some of the pitfalls associated with model selection and performance assessment
are presented. Finally, recommendations are given for choosing a model validation
technique for a particular setting.
author:
- first_name: B
full_name: Bischl, B
last_name: Bischl
- first_name: O
full_name: Mersmann, O
last_name: Mersmann
- first_name: Heike
full_name: Trautmann, Heike
id: '100740'
last_name: Trautmann
orcid: 0000-0002-9788-8282
- first_name: C
full_name: Weihs, C
last_name: Weihs
citation:
ama: Bischl B, Mersmann O, Trautmann H, Weihs C. Resampling Methods in Model Validation.
Evolutionary Computation Journal. 2012;20(2):249–275. doi:10.1162/EVCO_a_00069
apa: Bischl, B., Mersmann, O., Trautmann, H., & Weihs, C. (2012). Resampling
Methods in Model Validation. Evolutionary Computation Journal, 20(2),
249–275. https://doi.org/10.1162/EVCO_a_00069
bibtex: '@article{Bischl_Mersmann_Trautmann_Weihs_2012, title={Resampling Methods
in Model Validation}, volume={20}, DOI={10.1162/EVCO_a_00069},
number={2}, journal={Evolutionary Computation Journal}, author={Bischl, B and
Mersmann, O and Trautmann, Heike and Weihs, C}, year={2012}, pages={249–275} }'
chicago: 'Bischl, B, O Mersmann, Heike Trautmann, and C Weihs. “Resampling Methods
in Model Validation.” Evolutionary Computation Journal 20, no. 2 (2012):
249–275. https://doi.org/10.1162/EVCO_a_00069.'
ieee: 'B. Bischl, O. Mersmann, H. Trautmann, and C. Weihs, “Resampling Methods in
Model Validation,” Evolutionary Computation Journal, vol. 20, no. 2, pp.
249–275, 2012, doi: 10.1162/EVCO_a_00069.'
mla: Bischl, B., et al. “Resampling Methods in Model Validation.” Evolutionary
Computation Journal, vol. 20, no. 2, 2012, pp. 249–275, doi:10.1162/EVCO_a_00069.
short: B. Bischl, O. Mersmann, H. Trautmann, C. Weihs, Evolutionary Computation
Journal 20 (2012) 249–275.
date_created: 2023-08-04T15:54:41Z
date_updated: 2023-10-16T13:53:58Z
department:
- _id: '34'
- _id: '819'
doi: 10.1162/EVCO_a_00069
intvolume: ' 20'
issue: '2'
language:
- iso: eng
page: 249–275
publication: Evolutionary Computation Journal
status: public
title: Resampling Methods in Model Validation
type: journal_article
user_id: '15504'
volume: 20
year: '2012'
...
---
_id: '46400'
abstract:
- lang: ger
text: Es werden mehrkriterielle evolutio-näre Algorithmen (EMOA) für zwei- und höherdimensio-nale Probleme vorgestellt, die gleichmäßig verteilte Lö-sungen entlang der wahren Paretofront generieren. Diesist insbesondere wichtig im Kontext mehrkriterieller Kon-trollprobleme. Die Methodik beruht auf der Minimierungdes gemittelten Hausdorff-Abstandes
in Bezug aufdie Paretofront. Die EMOA-Varianten werden vergleichendzu aktuellen Verfahren auf Benchmarkproblemen getestet.
author:
- first_name: G
full_name: Rudolph, G
last_name: Rudolph
- first_name: Heike
full_name: Trautmann, Heike
id: '100740'
last_name: Trautmann
orcid: 0000-0002-9788-8282
- first_name: O
full_name: Schütze, O
last_name: Schütze
citation:
ama: Rudolph G, Trautmann H, Schütze O. Homogene Approximation der Paretofront bei
mehrkriteriellen Kontrollproblemen. at-Automatisierungstechnik. 2012;60:610–621.
doi:10.1524/auto.2012.1033
apa: Rudolph, G., Trautmann, H., & Schütze, O. (2012). Homogene Approximation
der Paretofront bei mehrkriteriellen Kontrollproblemen. At-Automatisierungstechnik,
60, 610–621. https://doi.org/10.1524/auto.2012.1033
bibtex: '@article{Rudolph_Trautmann_Schütze_2012, title={Homogene Approximation
der Paretofront bei mehrkriteriellen Kontrollproblemen}, volume={60}, DOI={10.1524/auto.2012.1033}, journal={at-Automatisierungstechnik},
author={Rudolph, G and Trautmann, Heike and Schütze, O}, year={2012}, pages={610–621}
}'
chicago: 'Rudolph, G, Heike Trautmann, and O Schütze. “Homogene Approximation Der
Paretofront Bei Mehrkriteriellen Kontrollproblemen.” At-Automatisierungstechnik
60 (2012): 610–621. https://doi.org/10.1524/auto.2012.1033.'
ieee: 'G. Rudolph, H. Trautmann, and O. Schütze, “Homogene Approximation der Paretofront
bei mehrkriteriellen Kontrollproblemen,” at-Automatisierungstechnik, vol.
60, pp. 610–621, 2012, doi: 10.1524/auto.2012.1033.'
mla: Rudolph, G., et al. “Homogene Approximation Der Paretofront Bei Mehrkriteriellen
Kontrollproblemen.” At-Automatisierungstechnik, vol. 60, 2012, pp. 610–621,
doi:10.1524/auto.2012.1033.
short: G. Rudolph, H. Trautmann, O. Schütze, At-Automatisierungstechnik 60 (2012)
610–621.
date_created: 2023-08-04T15:55:34Z
date_updated: 2023-10-16T13:54:17Z
department:
- _id: '34'
- _id: '819'
doi: 10.1524/auto.2012.1033
intvolume: ' 60'
language:
- iso: eng
page: 610–621
publication: at-Automatisierungstechnik
status: public
title: Homogene Approximation der Paretofront bei mehrkriteriellen Kontrollproblemen
type: journal_article
user_id: '15504'
volume: 60
year: '2012'
...
---
_id: '48890'
abstract:
- lang: eng
text: With this paper we contribute to the understanding of the success of 2-opt
based local search algorithms for solving the traveling salesman problem TSP.
Although 2-opt is widely used in practice, it is hard to understand its success
from a theoretical perspective. We take a statistical approach and examine the
features of TSP instances that make the problem either hard or easy to solve.
As a measure of problem difficulty for 2-opt we use the approximation ratio that
it achieves on a given instance. Our investigations point out important features
that make TSP instances hard or easy to be approximated by 2-opt.
author:
- first_name: Olaf
full_name: Mersmann, Olaf
last_name: Mersmann
- first_name: Bernd
full_name: Bischl, Bernd
last_name: Bischl
- 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
- first_name: Markus
full_name: Wagner, Markus
last_name: Wagner
- first_name: Frank
full_name: Neumann, Frank
last_name: Neumann
citation:
ama: 'Mersmann O, Bischl B, Bossek J, Trautmann H, Wagner M, Neumann F. Local Search
and the Traveling Salesman Problem: A Feature-Based Characterization of Problem
Hardness. In: Revised Selected Papers of the 6th International Conference on
Learning and Intelligent Optimization - Volume 7219. LION 6. Springer-Verlag;
2012:115–129.'
apa: 'Mersmann, O., Bischl, B., Bossek, J., Trautmann, H., Wagner, M., & Neumann,
F. (2012). Local Search and the Traveling Salesman Problem: A Feature-Based Characterization
of Problem Hardness. Revised Selected Papers of the 6th International Conference
on Learning and Intelligent Optimization - Volume 7219, 115–129.'
bibtex: '@inproceedings{Mersmann_Bischl_Bossek_Trautmann_Wagner_Neumann_2012, place={Berlin,
Heidelberg}, series={LION 6}, title={Local Search and the Traveling Salesman Problem:
A Feature-Based Characterization of Problem Hardness}, booktitle={Revised Selected
Papers of the 6th International Conference on Learning and Intelligent Optimization
- Volume 7219}, publisher={Springer-Verlag}, author={Mersmann, Olaf and Bischl,
Bernd and Bossek, Jakob and Trautmann, Heike and Wagner, Markus and Neumann, Frank},
year={2012}, pages={115–129}, collection={LION 6} }'
chicago: 'Mersmann, Olaf, Bernd Bischl, Jakob Bossek, Heike Trautmann, Markus Wagner,
and Frank Neumann. “Local Search and the Traveling Salesman Problem: A Feature-Based
Characterization of Problem Hardness.” In Revised Selected Papers of the 6th
International Conference on Learning and Intelligent Optimization - Volume 7219,
115–129. LION 6. Berlin, Heidelberg: Springer-Verlag, 2012.'
ieee: 'O. Mersmann, B. Bischl, J. Bossek, H. Trautmann, M. Wagner, and F. Neumann,
“Local Search and the Traveling Salesman Problem: A Feature-Based Characterization
of Problem Hardness,” in Revised Selected Papers of the 6th International Conference
on Learning and Intelligent Optimization - Volume 7219, 2012, pp. 115–129.'
mla: 'Mersmann, Olaf, et al. “Local Search and the Traveling Salesman Problem: A
Feature-Based Characterization of Problem Hardness.” Revised Selected Papers
of the 6th International Conference on Learning and Intelligent Optimization -
Volume 7219, Springer-Verlag, 2012, pp. 115–129.'
short: 'O. Mersmann, B. Bischl, J. Bossek, H. Trautmann, M. Wagner, F. Neumann,
in: Revised Selected Papers of the 6th International Conference on Learning and
Intelligent Optimization - Volume 7219, Springer-Verlag, Berlin, Heidelberg, 2012,
pp. 115–129.'
date_created: 2023-11-14T15:58:59Z
date_updated: 2023-12-13T10:48:58Z
department:
- _id: '819'
extern: '1'
keyword:
- 2-opt
- Classification
- Feature Selection
- MARS
- TSP
language:
- iso: eng
page: 115–129
place: Berlin, Heidelberg
publication: Revised Selected Papers of the 6th International Conference on Learning
and Intelligent Optimization - Volume 7219
publication_identifier:
isbn:
- 978-3-642-34412-1
publisher: Springer-Verlag
series_title: LION 6
status: public
title: 'Local Search and the Traveling Salesman Problem: A Feature-Based Characterization
of Problem Hardness'
type: conference
user_id: '102979'
year: '2012'
...