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Research Output 2013 2019

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Conference Paper
2019
1 Citation (Scopus)

Efficient decentralized deep learning by dynamic model averaging

Kamp, M., Adilova, L., Sicking, J., Hüger, F., Schlicht, P., Wirtz, T. & Wrobel, S., 2019, Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2018 Dublin, Ireland, September 10–14, 2018 Proceedings, Part I. Berlingerio, M., Bonchi, F., Gärtner, T., Hurley, N. & Ifrim, G. (eds.). Cham Switzerland: Springer, p. 393-409 17 p. (Lecture Notes in Computer Science ; vol. 11051 ).

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

First international workshop on data-centric dependability and security (DCDS)

Medeiros, I., Gashi, I., Kamp, M. & Ferreira, P., 2019, Proceedings - 49th Annual IEEE/IFIP International Conference on Dependable Systems and Networks, DSN-W 2019, Workshop Volume. Roy, M. & Huang, Y. (eds.). Piscataway NJ USA: IEEE, Institute of Electrical and Electronics Engineers, p. IX 1 p. 8806016

Research output: Chapter in Book/Report/Conference proceedingConference PaperOther

Open Access

System misuse detection via informed behavior clustering and modeling

Adilova, L., Natious, L., Chen, S., Thonnard, O. & Kamp, M., 2019, Proceedings - 49th Annual IEEE/IFIP International Conference on Dependable Systems and Networks, DSN 2019, Workshop Volume. Roy, M. & Huang, Y. (eds.). Piscataway NJ USA: IEEE, Institute of Electrical and Electronics Engineers, p. 15-23 9 p. 8806013

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

2017

Co-Regularised Support Vector Regression

Ullrich, K., Kamp, M., Gärtner, T., Vogt, M. & Wrobel, S., 2017, Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2017 Skopje, Macedonia, September 18–22, 2017 Proceedings, Part II. Ceci, M., Hollmen, J., Todorovski, L., Vens, C. & Dzeroski, S. (eds.). Cham Switzerland: Springer, p. 338-354 17 p. (Lecture Notes in Computer Science; vol. 10535 ).

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

2 Citations (Scopus)

Effective parallelisation for machine learning

Kamp, M., Boley, M., Missura, O. & Gärtner, T., 2017, NIPS Proceedings: Advances in Neural Information Processing Systems (NIPS 2017). Guyon, I., Luxburg, U. V., Bengio, S., Wallach, H., Fergus, R. & Vishwanathan, S. (eds.). San Deigo CA USA: Neural Information Processing Systems Foundation Inc., 22 p. (Advances in Neural Information Processing Systems; no. 30).

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

2016
3 Citations (Scopus)

Communication-efficient distributed online learning with kernels

Kamp, M., Bothe, S., Boley, M. & Mock, M., 2016, Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2016 Riva del Garda, Italy, September 19–23, 2016 Proceedings, Part II. Frasconi, P., Landwehr, N., Manco, G. & Giuseppe, J. (eds.). Cham Switzerland: Springer, p. 805-819 15 p. (Lecture Notes in Computer Science ; vol. 9852 ).

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

2 Citations (Scopus)

Ligand-based virtual screening with co-regularised support vector regression

Ullrich, K., Kamp, M., Gartner, T., Vogt, M. & Wrobel, S., 2016, Proceedings - 16th IEEE International Conference on Data Mining Workshops, ICDMW 2016. Domeniconi, C. & Gullo, F. (eds.). Piscataway NJ USA: IEEE, Institute of Electrical and Electronics Engineers, p. 261-268 8 p. 7836675

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearch

2014

Adaptive communication bounds for distributed online learning

Kamp, M., Boley, M., Keren, D., Schuster, A. & Sharfman, I., 2014, OPT2014: Optimization for Machine Learning. Sra, S., Agarwal, A., Dudik, M., Harchaoui, Z., Harchaoui, Z., Jaggi, M. & Ramdas, A. (eds.). Montreal Quebec CA: Neural Information Processing Systems (NIPS), 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperOther

Open Access
File
2 Citations (Scopus)

Beating human analysts in nowcasting corporate earnings by using publicly available stock price and correlation features

Kamp, M., Boley, M. & Gartner, T., 2014, 2013 IEEE 13th International Conference on Data Mining Workshops, ICDMW 2013. Piscataway NJ USA: IEEE, Institute of Electrical and Electronics Engineers, p. 384-390 7 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

9 Citations (Scopus)

Communication-efficient distributed online prediction by dynamic model synchronization

Kamp, M., Boley, M., Keren, D., Schuster, A. & Sharfman, I., 2014, Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2014 Nancy, France, September 15-19, 2014 Proceedings, Part I. Calders, T., Esposito, F., Hüllermeier, E. & Meo, R. (eds.). Berlin Germany: Springer, p. 623-639 17 p. (Lecture Notes in Computer Science ; vol. 8724).

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

2013
1 Citation (Scopus)

Communication-efficient distributed online prediction using dynamic model synchronizations

Boley, M., Kamp, M., Keren, D., Schuster, A. & Sharfman, I., 2013, 1st International Workshop on Big Dynamic Distributed Data, BD3 2013. Denmark: CEUR Workshop Proceedings, Vol. 1018. p. 13-18 6 p. (CEUR Workshop Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

1 Citation (Scopus)

Privacy-preserving mobility monitoring using sketches of stationary sensor readings

Kamp, M., Kopp, C., Mock, M., Boley, M. & May, M., 2013, Machine Learning and Knowledge Discovery in Databases : European Conference, ECML PKDD 2013 Prague, Czech Republic, September 23-27, 2013 Proceedings, Part III. Blockeel, H., Kersting, K., Nijssen, S. & Železný, F. (eds.). Berlin Germany: Springer, p. 370-386 17 p. (Lecture Notes in Computer Science; vol. 8190 ).

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review