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  1. Latent structure perceptron with feature induction for unrestricted coreference resolution

    Fernandes, E. R., dos Santos, C. N. & Milidiú, R. L., 2012, Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning: EMNLP-CoNLL 2012; Proceedings of the Shared Task: Modeling Multilingual Unrestricted Coreference in OntoNotes, July 13, 2012. Stroudsburg: Association for Computational Linguistics (ACL), p. 41-48 8 p.

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  2. Latent trees for coreference resolution

    Fernandes, E. R., dos Santos, C. N. & Milidiú, R. L., 19.12.2014, In: Computational Linguistics. 40, 4, p. 801-835 35 p.

    Research output: Journal contributions › Journal articles › Research › peer-review

  3. LC-QuAD 2.0: A Large Dataset for Complex Question Answering over Wikidata and DBpedia

    Dubey, M., Banerjee, D., Abdelkawi, A. & Lehmann, J., 2019, The Semantic Web – ISWC 2019 : 18th International Semantic Web Conference, Auckland, New Zealand, October 26-30, 2019 : proceedings. Ghidini, C., Hartig, O., Maleshkova, M., Svátek, V., Cruz, I., Hogan, A., Song, J., Lefrançois, M. & Gandon, F. (eds.). Cham: Springer, Vol. 2. p. 69-78 10 p. (Lecture Notes in Computer Science; vol. 11779 LNCS).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  4. Learning from partially annotated sequences

    Fernandes, E. R. & Brefeld, U., 2011, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2011, Proceedings. Gunopulos, D., Hofmann, T., Malerba, D. & Vazirgiannis, M. (eds.). PART 1 ed. Heidelberg, Berlin: Springer, p. 407-422 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6911 LNAI, no. PART 1).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  5. Learning linear classifiers sensitive to example dependent and noisy costs

    Geibel, P., Brefeld, U. & Wysotzki, F., 01.01.2003, In: Lecture Notes in Computer Science. 2810, p. 167-178 12 p.

    Research output: Journal contributions › Journal articles › Research › peer-review

  6. Learning shortest paths in word graphs

    Tzouridis, E. & Brefeld, U., 2014, Knowledge Discovery, Data Mining and Machi- ne Learning (KDML-2013). Henrich, A. & Sperker, H-C. (eds.). Bamberg: Lehrstuhl für Medieninformatik - Universität Bamberg, p. 113-116 4 p.

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  7. Learning to rank user intent

    Giannopoulos, G., Brefeld, U., Dalamagas, T. & Sellis, T., 2011, Proceedings of the 20th ACM international conference on Information and knowledge management . Association for Computing Machinery, Inc, p. 195-200 6 p.

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  8. Published

    Learning to Rate Player Positioning in Soccer

    Dick, U. & Brefeld, U., 01.03.2019, In: Big Data. 7, 1, p. 71-82 12 p.

    Research output: Journal contributions › Journal articles › Research › peer-review

  9. Learning to Summarise Related Sentences

    Tzouridis, E., Nasir, J. A. & Brefeld, U., 2014, COLING 2014 - 25th International Conference on Computational Linguistics, Proceedings of COLING 2014: Technical Papers. Dublin: Association for Computational Linguistics (ACL), p. 1636-1647 12 p. (COLING 2014 - 25th International Conference on Computational Linguistics, Proceedings of COLING 2014: Technical Papers).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  10. Published

    Leitfaden interoperabler Assistenzsysteme - vom Szenario zur Anforderung: Teil 2 der Publikationsreihe "Interoperabilität von AAL-Systemkomponenten

    Bothe, M., Busch, B-H., Eberhardt, B., Eichelberg, M., Gaugler, J., Gök, M., Golatowski, F., Heusinger, S., Kabitzsch, K., Kraft, A., Krieg-Brückner, B., Laurila-Dürsch, J., Lipprandt, M., Lux, W., Marinc, A., Moritz, G., Stahl, C., Tazari, M-R. S., Walter, J., Welge, R., Wichert, R. & Eichelberg, M. (ed.), 20.06.2013, Berlin/Offenbach: VDE Verlag GmbH. 268 p. (Interoperabilität von AAL-Systemkomponenten)

    Research output: Books and anthologies › Collected editions and anthologies › Research

  11. Lessons learned — The case of CROCUS: Cluster-based ontology data cleansing

    Cherix, D., Usbeck, R., Both, A. & Lehmann, J., 2014, The Semantic Web: ESWC 2014 Satellite Events: ESWC 2014 Satellite Events, Anissaras, Crete, Greece, May 25-29, 2014. Tordai, A., Blomqvist, E., Sack, H., Troncy, R., Presutti, V. & Papadakis, I. (eds.). Springer Nature Switzerland AG, p. 14-24 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8798).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  12. Let’s Team Up with AI! Toward a Hybrid Intelligence System for Online Customer Service

    Poser, M., Wiethof, C., Banerjee, D., Shankar Subramanian, V., Paucar, R. & Bittner, E. A. C., 25.05.2022, The Transdisciplinary Reach of Design Science Research: 17th International Conference on Design Science Research in Information Systems and Technology, DESRIST 2022, St Petersburg, FL, USA, June 1-3, 2022, proceedings. Drechsler, A., Gerber, A. & Hevner, A. (eds.). Cham: Springer Nature Switzerland AG, p. 142-153 12 p. (Lecture Notes in Computer Science; vol. 13229 LNCS).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  13. Published

    Leveraging LLMs in Scholarly Knowledge Graph Question Answering

    Taffa, T. A. & Usbeck, R., 2023, Joint Proceedings of Scholarly QALD 2023 and SemREC 2023 co-located with 22nd International Semantic Web Conference ISWC 2023, Athens, Greece, November 6-10, 2023. Banerjee, D., Usbeck, R., Mihindukulasooriya, N., Singh, G., Mutharaju, R. & Kapanipathi, P. (eds.). CEUR-WS.org, Vol. 3592. 10 p. (CEUR Workshop Proceedings; vol. 3592).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  14. Linked Data-driven Resilience Research 2023: Proceedings of the Second International Workshop on Linked Data-driven Resilience Research 2023 co-located with Extended Semantic Web Conference 2023 (ESWC 2023), Hersonissos, Greece, May 28, 2023

    Tramp, S. (ed.), Usbeck, R. (ed.), Arndt, N. (ed.), Holze, J. (ed.) & Auer, S. (ed.), 2023, Aachen: Sun Site Central Europe (RWTH Aachen University). (CEUR Workshop Proceedings; vol. 3401)

    Research output: Books and anthologies › Conference proceedings › Research

  15. Published

    Live Demonstration: Passive Sensor Setup for Road Condition Monitoring

    Kortmann, F., Horstkotter, J., Warnecke, A., Meier, N., Heger, J., Funk, B. & Drews, P., 25.10.2020, 2020 IEEE SENSORS Proceedings. Piscataway: IEEE - Institute of Electrical and Electronics Engineers Inc., 1 p. 9278776. (IEEE Sensors Proceedings).

    Research output: Contributions to collected editions/works › Published abstract in conference proceedings › Research › peer-review

  16. Published

    LivingCare - An autonomously learning, human centered home automation system: Collection and preliminary analysis of a large dataset of real living situations

    Eckert, R., Müller, S., Glende, S., Gerka, A., Hein, A. & Welge, R., 2017, Ambient Assisted Living: 9. AAL-Kongress, Frankfurt/M, Germany, April 20 - 21, 2016. Wichert, R. & Mand, B. (eds.). Cham: Springer International Publishing AG, p. 55-72 18 p. (Advanced Technologies and Societal Change).

    Research output: Contributions to collected editions/works › Contributions to collected editions/anthologies › Research › peer-review

  17. Published

    Lost in Translation: Leistungsfähigkeit, Einsatz und Grenzen von Emulatoren bei der Langzeitbewahrung digitaler multimedialer Objekte am Beispiel von Computerspielen

    Loebel, J-M., 01.09.2014, vwh-Verlag Werner Hülsbusch. 188 p.

    Research output: Books and anthologies › Monographs › Research

  18. lp-Norm Multiple Kernel Learning

    Kloft, M., Brefeld, U., Sonnenburg, S. & Zien, A., 2011, In: Journal of Machine Learning Research. 2011, 12, p. 953-997 45 p.

    Research output: Journal contributions › Journal articles › Research › peer-review

  19. ℓp-norm multiple kernel learning

    Kloft, M., Brefeld, U., Sonnenburg, S. & Zien, A., 03.2011, In: Journal of Machine Learning Research. 12, p. 953-997 45 p.

    Research output: Journal contributions › Journal articles › Research › peer-review

  20. Published

    Machine Learning Analysis in the Diagnostics of the Dynamics of Ball Bearing with Different Radial Internal Clearance

    Ambrożkiewicz, B., Syta, A., Gassner, A., Georgiadis, A., Litak, G. & Meier, N., 2023, Recent Trends in Wave Mechanics and Vibrations : Proceedings of WMVC 2022. Dimitrovová, Z., Gonçalves, R., Biswas, P. & Silva, T. (eds.). Cham: Springer Schweiz, p. 599-606 8 p. (Mechanisms and Machine Science; vol. 125).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  21. Published

    Machine Learning and Data Mining for Sports Analytics: 5th International Workshop, MLSA 2018, colocated with ECML/PKDD 2018, Dublin, Ireland, September 10, 2018, Proceedings

    Brefeld, U. (ed.), Davis, J. (ed.), Van Haaren, J. (ed.) & Zimmermann, A. (ed.), 05.04.2019, Springer Nature AG. 179 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11330 LNAI)

    Research output: Books and anthologies › Collected editions and anthologies › Research

  22. Published

    Machine Learning Applications

    Arndt, N., Molitor, P. & Usbeck, R., 27.08.2023, In: IT - Information Technology. 65, 4-5, p. 139-141 3 p.

    Research output: Journal contributions › Other (editorial matter etc.) › Research

  23. MAG: A multilingual, knowledge-base agnostic and deterministic entity linking approach

    Moussallem, D., Usbeck, R., Röder, M. & Ngomo, A. C. N., 04.12.2017, Proceedings of the Knowledge Capture Conference, K-CAP 2017. Association for Computing Machinery, Inc, p. 1-8 8 p. 9. (Proceedings of the Knowledge Capture Conference, K-CAP 2017).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  24. Published

    Managing information in the case of opinion spamming

    Ge, L. & Voß, S., 08.2020, Design, User Experience, and Usability. Interaction Design - 9th International Conference, DUXU 2020, Held as Part of the 22nd HCI International Conference, HCII 2020, Proceedings. Marcus, A. & Rosenzweig, E. (eds.). Cham: Springer, p. 370-384 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12200 LNCS).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  25. Published

    Masked Autoencoder Pretraining for Event Classification in Elite Soccer

    Rudolph, Y. & Brefeld, U., 26.02.2024, Machine Learning and Data Mining for Sports Analytics: 10th International Workshop, MLSA 2023, Revised Selected Papers. Brefeld, U., Davis, J., Van Haaren, J. & Zimmermann, A. (eds.). Cham: Springer Nature Switzerland AG, p. 24-35 12 p. (Communications in Computer and Information Science; vol. 2035).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  26. Measuring Gender Bias in German Language Generation

    Kraft, A., Zorn, H. P., Fecht, P., Simon, J., Biemann, C. & Usbeck, R., 2022, INFORMATIK 2022 - Informatik in den Naturwissenschaften. Demmler, D., Krupka, D. & Federrath, H. (eds.). Bonn: Gesellschaft für Informatik e.V., p. 1257-1274 18 p. (Lecture Notes in Informatics (LNI), Proceedings - Series of the Gesellschaft fur Informatik (GI); vol. P-326).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  27. Published

    Merkmalsextraktion und semantische Integration von Ultrabreitband-Sensoren zur Erkennung von Notfällen

    Sachs, J., Helbig, M., Herrmann, R., Welge, R. & Bollow, E., 2010, Ambient Assisted Living 2010: 3. Deutscher AAL-Kongress mit Ausstellung Assistenzsysteme im Dienste des Menschen - Zuhause und Unterwegs, 26. - 27. Januar 2010 in Berlin ; Tagungsbandbeiträge. Berlin u.a.: VDE Verlag GmbH, 5 p.

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  28. Message passing for hyper-relational knowledge graphs

    Galkin, M., Trivedi, P., Maheshwari, G., Usbeck, R. & Lehmann, J., 01.01.2020, EMNLP 2020 - 2020 Conference on Empirical Methods in Natural Language Processing, Proceedings of the Conference. Webber, B., Cohn, T., He, Y. & Liu, Y. (eds.). Association for Computational Linguistics (ACL), p. 7346-7359 14 p. (EMNLP 2020 - 2020 Conference on Empirical Methods in Natural Language Processing, Proceedings of the Conference).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  29. MEX vocabulary: A lightweight interchange format for machine learning experiments

    Esteves, D., Moussallem, D., Neto, C. B., Soru, T., Usbeck, R., Ackermann, M. & Lehmann, J., 16.09.2015, Proceedings of the 11th International Conference on Semantic Systems, SEMANTiCS 2015. Polleres, A., Hellmann, S. & Parreira, J. X. (eds.). Association for Computing Machinery, Inc, p. 169-176 8 p. (ACM International Conference Proceeding Series; vol. 16-17-September-2015).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  30. Mining Implications From Data

    Boubekki, A. & Bengs, D., 2014, Proceedings of the LWA 20 14 Workshops: KDML, IR and FGWM: Aachen, Germany, September 8 - 10, 2014. Seidl, T., Hassani, M. & Beecks, C. (eds.). Rheinisch-Westfälische Technische Hochschule Aachen, p. 205-216 12 p. (CEUR Workshop Proceedings; vol. 1226).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  31. Mining positional data streams

    Haase, J. & Brefeld, U., 2015, New Frontiers in Mining Complex Patterns. Springer, p. 102-116 15 p.

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  32. Published

    Mining User-Generated Financial Content to Predict Stock Price Movements

    Mastel, A. & Jacobs, J., 12.2012, Lüneburg: Universität Lüneburg, 42 p. (FInAL; vol. 22, no. 1).

    Research output: Working paper › Working papers

  33. Published

    Modeling Conditional Dependencies in Multiagent Trajectories

    Rudolph, Y. & Brefeld, U., 2022, In: Proceedings of Machine Learning Research. 151, p. 10518-10533 16 p.

    Research output: Journal contributions › Conference article in journal › Research › peer-review

  34. Published

    Modeling the Clickstream Across Multiple Online Advertising Channels Using a Binary Logit With Bayesian Mixture of Normals

    Nottorf, F., 01.2014, In: Electronic Commerce Research and Applications. 13, 1, p. 45-55 11 p.

    Research output: Journal contributions › Journal articles › Research › peer-review

  35. Published

    Modelle und Verfahren zur Beschreibung des Systemverhaltens von Rechnernetzen

    Hoffmann, U., 10.1984, In: Angewandte Informatik. 26, 10, p. 410-416 7 p.

    Research output: Journal contributions › Journal articles › Research › peer-review

  36. Modern Baselines for SPARQL Semantic Parsing

    Banerjee, D., Nair, P. A., Kaur, J. N., Usbeck, R. & Biemann, C., 06.07.2022, SIGIR 2022 - Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval. Amigo, E., Castells, P. & Gonzalo, J. (eds.). Association for Computing Machinery, Inc, p. 2260-2265 6 p. (SIGIR 2022 - Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  37. Published

    Motive vernetzen – Meta-Image als Bild-Zettelkasten: Bilddiskurse in Zeiten des Internet

    Warnke, M., 09.2012, In: FIfF-Kommunikation. 29, 3, p. 50-52 3 p.

    Research output: Journal contributions › Journal articles › Research

  38. Published

    Multi-Agent Path Finding with Kinematic Constraints for Robotic Mobile Fulfillment Systems

    Merschformann, M., Xie, L. & Erdman, D., 2018, arXiv, 38 p. (ArXiv.org).

    Research output: Working paper › Working papers

  39. Multilingual disambiguation of named entities using linked data

    Usbeck, R., Ngonga Ngomo, A. C., Luo, W. & Wesemann, L., 20.10.2014, Proceedings of the ISWC 2014 Posters & Demonstrations Track. Horridge, M., Rospocher, M. & Ossenbruggen, J. V. (eds.). Aachen: Sun Site Central Europe (RWTH Aachen University), Vol. 1272. p. 101-104 4 p. (CEUR Workshop Proceedings; vol. 1272).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  40. Multimodal algebra learning: from math manipulatives to tangible user interfaces

    Reinschlassel, A., Alexandrovsky, D., Doering, T., Kraft, A., Braukmuller, M., Janßen, T., Reid, D., Vallejo, E., Bikner-Ahsbahs, A. & Malaka, R., 19.12.2018, In: i-com. 17, 3, p. 201-209 9 p.

    Research output: Journal contributions › Journal articles › Research › peer-review

  41. Multi-view discriminative sequential learning

    Brefeld, U., Büscher, C. & Scheffer, T., 01.01.2005, Machine Learning: ECML 2005: 16th European Conference on Machine Learning. Springer, p. 60-71 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 3720 LNAI).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  42. Multi-view hidden markov perceptrons

    Brefeld, U., Büscher, C. & Scheffer, T., 2005, Lernen, Wissensentdeckung und Adaptivitat, LWA 2005. Bauer, M., Brandherm, B., Fürnkranz, J., Grieser, G., Hotho, A., Jedlitschka, A. & Kröner, A. (eds.). Saarbrücken: Gesellschaft für Informatik e.V., p. 134-138 5 p.

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  43. Multi-view learning with dependent views

    Brefeld, U., 13.04.2015, 2015 Symposium on Applied Computing, SAC 2015: Proceedings of the 30th Annual ACM Symposium on Applied Computing. Shin, D. (ed.). Association for Computing Machinery, Inc, p. 865-870 6 p. (Proceedings of the ACM Symposium on Applied Computing; vol. 13-17-April-2015).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  44. NFDI4DS Gateway and Portal

    Usbeck, R., Taffa, T. A., Veliz, R. A. G., Abdullah, R., Shams, N., Wentzel, B., Chen, Z. & Schimmler, S., 07.09.2023, In: Proceedings of the Conference on Research Data Infrastructure. 1, 4 p.

    Research output: Journal contributions › Conference abstract in journal › Research › peer-review

  45. NFDI4DS Shared Tasks

    Ahmad, R. A., Borisova, E., Rehm, G., Dietze, S., Karmakar, S., Otto, W., D'Souza, J., Limani, F. & Usbeck, R., 2023, INFORMATIK 2023: Designing Futures: Zukunfte gestalten, Proceedings; 2 6. – 29. September 2023, Berlin . Klein, M., Krupka, D., Winter, C. & Wohlgemuth, V. (eds.). Bonn: Gesellschaft für Informatik e.V., p. 931-935 5 p. (GI-Edition: Lecture Notes in Informatics (LNI), Proceedings; vol. P-337).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  46. NFDI4DS Transfer and Application

    Borisova, E., Ahmad, R. A., Rehm, G., Usbeck, R., D'Souza, J., Stocker, M., Auer, S., Gilsbach, J., Wolschewski, A., Keller, J., Schneider, D., Neumuth, T. & Schimmler, S., 2023, INFORMATIK 2023: Designing Futures: Zukunfte gestalten, Proceedings; 2 6. – 29. September 2023, Berlin . Klein, M., Krupka, D., Winter, C. & Wohlgemuth, V. (eds.). Bonn: Gesellschaft für Informatik e.V., p. 925-929 5 p. (Lecture Notes in Informatics (LNI), Proceedings; vol. P-337).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  47. NIF4OGGD - NLP interchange format for open German governmental data

    Sherif, M. A., Coelho, S., Usbeck, R., Hellmann, S., Lehmann, J., Brümmer, M. & Both, A., 05.2014, Proceedings of the 9th International Conference on Language Resources and Evaluation, LREC 2014. Calzolari, N., Choukri, K., Goggi, S., Declerck, T., Mariani, J., Maegaard, B., Moreno, A., Odijk, J., Mazo, H., Piperidis, S. & Loftsson, H. (eds.). Reykjavik, Iceland: European Language Resources Association (ELRA), p. 3524-3528 5 p. (Proceedings of the 9th International Conference on Language Resources and Evaluation, LREC 2014).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  48. No matter what the name, we’re all the same? Examining ethnic online discrimination in ridesharing marketplaces

    Abramova, O., 09.2022, In: Electronic Markets. 32, 3, p. 1419-1446 28 p.

    Research output: Journal contributions › Journal articles › Research › peer-review

  49. Published

    Nord-Süd-Gefälle bei Verwaltungskosten in der Gesetzlichen Krankenversicherung

    Mühlenkamp, H., Finsinger, J. & Szyszka, U., 09.1990, In: Jahrbucher für Nationalokonomie und Statistik. 207, 5, p. 482-495 14 p.

    Research output: Journal contributions › Journal articles › Research › peer-review

  50. N3 - A collection of datasets for named entity recognition and disambiguation in the NLP interchange format

    Röder, M., Usbeck, R., Hellmann, S., Gerber, D. & Both, A., 05.2014, Proceedings of the 9th International Conference on Language Resources and Evaluation, LREC 2014. Calzolari, N., Choukri, K., Goggi, S., Declerck, T., Mariani, J., Maegaard, B., Moreno, A., Odijk, J., Mazo, H., Piperidis, S. & Loftsson, H. (eds.). Reykjavik, Iceland: European Language Resources Association (ELRA), p. 3529-3533 5 p. (Proceedings of the 9th International Conference on Language Resources and Evaluation, LREC 2014).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

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