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. (Hrsg.). Cham: Springer Nature Switzerland AG, S. 24-35 12 S. (Communications in Computer and Information Science; Band 2035).

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Hands in Focus: Sign Language Recognition Via Top-Down Attention

Sarhan, N., Wilms, C., Closius, V., Brefeld, U. & Frintrop, S., 08.10.2023, 2023 IEEE International Conference on Image Processing, ICIP 2023 - Proceedings: Proceedings. Piscataway: IEEE Electromagnetic Compatibility Society, S. 2555-2559 5 S. (Proceedings - International Conference on Image Processing, ICIP).

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Sexismo no Brasil: Análise de um Word Embedding por meio de testes baseados em associação implícita

Quadros dos Reis, V., 25.09.2023, BRAZILIAN SYMPOSIUM IN INFORMATION AND HUMAN LANGUAGE TECHNOLOGY (STIL). Caseli, H. & Finatto, M. J. B. (Hrsg.). Sociedade Brasileira de Computação (SBC), S. 53-62 10 S.

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How Much Home Office is Ideal? A Multi-Perspective Algorithm

Colley, M., Jansen, P., Matthiesen, J., Hoberg, H., Reger, C. & Thiermann, I., 20.09.2023, Proceedings of the 2nd Annual Meeting of the Symposium on Human-Computer Interaction for Work, CHIWORK 2023. Boll, S., Cox, A., Ludwig, T. & Cecchinato, M. E. (Hrsg.). New York: Association for Computing Machinery, Inc, 12 S. 8. (ACM International Conference Proceeding Series).

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Exploring the Poincaré Ellipsis

Fadel, S., Paulsen, T. & Brefeld, U., 09.2023, 20th Machine Learning on Graphs workshop.

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Discriminação Algorítmica de Gênero: Estudo de Caso e Análise no Contexto Brasileiro

Taso, F. T. D. S., Quadros dos Reis, V. & Martinez, F. H. V., 06.08.2023, Anais do IV Workshop sobre as Implicações da Computação na Sociedade . Porto Alegre: Sociedade Brasileira de Computação (SBC), S. 13-25 13 S. (Anais do Workshop sobre as Implicações da Computação na Sociedade.; Nr. 4).

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User Authentication via Multifaceted Mouse Movements and Outlier Exposure

Matthiesen, J. J., Hastedt, H. & Brefeld, U., 01.04.2023, Advances in Intelligent Data Analysis XXI: 21st International Symposium on Intelligent Data Analysis, IDA 2023, Louvain-la-Neuve, Belgium, April 12–14, 2023, Proceedings. Crémilleux, B., Hess, S. & Nijssen, S. (Hrsg.). Cham: Springer Nature Switzerland AG, S. 300-313 14 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 13876 LNCS).

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Convolutional Neural Networks

Rudolph, Y. & Brefeld, U., 01.01.2023, Sportinformatik: Modellbildung, Simulation, Datenanalyse und Visualisierung von sportbezogenen Daten. Memmert, D. (Hrsg.). Berlin: Springer Spektrum, S. 207-215 9 S.

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Optimization Analysis for an Uncovered Wagon Transportation with an Interactive Animated Simulation-Based Platform for Multidisciplinary Learning

Wohlstein, M. H., Zakharova, E., Block, B. M. & Mercorelli, P., 2023, Proceedings of the 15th International Conference on Computer Supported Education - Volume 2, CSEDU 2023. Jovanovic, J., Chounta, I-A., Uhomoibhi, J. & McLaren, B. (Hrsg.). Science and Technology Publications, Lda (SciTePress), S. 451-457 7 S. (International Conference on Computer Supported Education, CSEDU - Proceedings; Band 2).

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Uma Caracterização das Polı́ticas de Privacidade Utilizadas em Aplicativos no Brasil

Jardim, G. P. S., Rabello, M. E. R., Lima, A. C., Brefeld, U. & Quadros dos Reis, V., 05.08.2022, Anais do III Workshop sobre as Implicações da Computação na Sociedade (WICS). Sociedade Brasileira de Computação (SBC), S. 13-25 13 S. (WORKSHOP SOBRE AS IMPLICAÇÕES DA COMPUTAÇÃO NA SOCIEDADE (WICS); Nr. 3/2022).

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FaST: A linear time stack trace alignment heuristic for crash report deduplication

Rodrigues, I. M., Aloise, D. & Fernandes, E. R., 23.05.2022, The 2022 Mining Software Repositories Conference: MSR 2022, Proceedings; 18-20 May 2022, Virtual; 23-24 May 2022, Pittsburgh, Pennsylvania. New York: Institute of Electrical and Electronics Engineers Inc., S. 549-560 12 S. (Proceedings - IEEE/ACM International Conference on Mining Software Repositories ).

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Semi-Supervised Generative Models for Multi-Agent Trajectories

Brefeld, U., Fassmeyer, D. & Fassmeyer, P., 2022, Advances in Neural Information Processing Systems 35: 36th Conference on Neural Information Processing Systems (NeurIPS 2022). Koyejo, S., Mohamed, S., Agarwal, A., Belgrave, D., Cho, K. & Oh, A. (Hrsg.). Red Hook: Curran Associates, Band 48. S. 37267-37281 15 S. (Advances in Neural Information Processing Systems; Band 35).

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Principled Interpolation in Normalizing Flows

Fadel, S., Mair, S., da Silva Torres, R. & Brefeld, U., 09.2021, Machine Learning and Knowledge Discovery in Databases. Research Track: European Conference, ECML PKDD 2021, Bilbao, Spain, September 13–17, 2021, Proceedings, Part II. Oliver, N., Pérez-Cruz, F., Kramer, S., Read, J. & Lozano, J. A. (Hrsg.). Cham: Springer Nature AG, S. 116-131 16 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 12976 LNAI).

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Evaluation of mechanical property predictions of refill Friction Stir Spot Welding joints via machine learning regression analyses on DoE data

Bock, F. E., Paulsen, T., Brkovic, N., Rieckmann, L., Kroeger, D., Wolgast, D., Zander, P., Suhuddin, U. F. H., dos Santos, J. F. & Klusemann, B., 02.04.2021, ESAFORM 2021: 24th International Conference on Material Forming. Liège: ULiège Library, 11 S. 2589. (ESAFORM 2021 - 24th International Conference on Material Forming).

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Analysing Positional Data

Brefeld, U., Mair, S. & Lasek, J., 01.10.2020, Science Meets Sports: When Statistics Are More Than Numbers. Ley, C. & Dominicy, Y. (Hrsg.). Newcastle upon Tyne: Cambridge Scholars Publishing, S. 81-94 13 S. (Physical Sciences).

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HyperUCB: Hyperparameter optimization using contextual bandits

Tavakol, M., Mair, S. & Morik, K., 28.03.2020, Machine Learning and Knowledge Discovery in Databases: International Workshops of ECML PKDD 2019, Würzburg, Germany, September 16–20, 2019, Proceedings, Part I. Cellier, P. & Driessens, K. (Hrsg.). Cham: Springer Nature AG, Band 1. S. 44-50 7 S. ( Communications in Computer and Information Science; Band 1167).

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Assessing User Behavior by Mouse Movements

Matthiesen, J. J. & Brefeld, U., 2020, HCI International 2020 - Posters - : 22nd International Conference, HCII 2020, Proceedings. Stephanidis, C. & Antona, M. (Hrsg.). Cham: Springer, S. 68-75 8 S. (Communications in Computer and Information Science; Band 1224 CCIS).

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Coresets for Archetypal Analysis

Mair, S. & Brefeld, U., 2020, 32rd Conference on Neural Information Processing Systems (NeurIPS 2019): Vancouver, Canada, 8-14 December 2019. Wallach, H. & Larochelle, H. (Hrsg.). Red Hook: Curran Associates, Band 10. S. 7215-7223 9 S. (Advances in neural information processing systems; Band 32).

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Zur empirischen Beforschung des mBooks Belgien: Die Chancen eines Methodenmix

Schreiber, W., Wagner, W., Trautwein, U. & Brefeld, U., 10.2019, Das Geschichtsschulbuch: Lehren – Lernen – Forschen . Kühberger, C., Bernhard, R. & Bramann, C. (Hrsg.). Münster: Waxmann Verlag, S. 57-80 24 S. (Salzburger Beiträge zur Lehrer/innen/bildung; Band 6).

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Personalized Transaction Kernels for Recommendation Using MCTS

Tavakol, M., Joppen, T., Brefeld, U. & Fürnkranz, J., 01.09.2019, KI 2019: Advances in Artificial Intelligence - 42nd German Conference on AI, Proceedings. Benzmüller, C. & Stuckenschmidt, H. (Hrsg.). Wiesbaden: Springer, S. 338-352 15 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 11793 LNAI).

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Reformstudie Belgien: eine Effektstudie zur Einführung von kompetenzorientiertem Rahmenplan und mBook

Schreiber, W., Trautwein, U., Wagner, W. & Brefeld, U., 01.02.2019, Geschichtsdidaktischer Zwischenhalt: Beiträge aus der Tagung "Kompetent machen für ein Leben in, mit und durch Geschichte" in Eichstätt vom November 2017. Schreiber, W., Ziegler, B. & Kühberger, C. (Hrsg.). 1. Aufl. Münster: Waxmann Verlag, S. 161-174 14 S. 2

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Frame-based Optimal Design

Mair, S., Rudolph, Y., Closius, V. & Brefeld, U., 23.01.2019, Machine learning and knowledge discovery in databases: European Conference, ECML PKDD 2018, Dublin, Ireland, September 10-14, 2018 : proceedings. Berlingerio, M., Bonchi, F., Gärtner, T., Hurley, N. & Ifrim, G. (Hrsg.). Cham: Springer Nature AG, Band 2. S. 447-463 17 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 11052 LNAI).

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Foreword to applied data science, demo, and nectar tracks

Brefeld, U., Curry, E., Daly, E., Macnamee, B., Marascu, A. & Pinelli, F., 01.01.2019, Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2018, Dublin, Ireland, September 10-14, 2018 : proceedings. Brefeld, U., Curry, E., Daly, E., Macnamee, B., Marascu, A. & Pinelli, F. (Hrsg.). Cham: Springer, Band 3. S. V-VI 2 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 11053).

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MDP-based itinerary recommendation using geo-tagged social media

Gaonkar, R., Tavakol, M. & Brefeld, U., 25.10.2018, Advances in Intelligent Data Analysis XVII - 17th International Symposium, IDA 2018, Proceedings. Duivesteijn, W., Siebes, A. & Ukkonen, A. (Hrsg.). Basel: Springer Nature AG, S. 111-123 13 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Nr. 11191).

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Infinite Mixtures of Markov Chains

Reubold, J., Boubekki, A., Strufe, T. & Brefeld, U., 2018, New Frontiers in Mining Complex Patterns: 6th International Workshop, NFMCP 2017 : held in conjunction with ECML-PKDD 2017, Skopje, Macedonia, September 18-22, 2017 : revised selected papers. Appice, A., Loglisci, C., Manco, G. & Masciari, E. (Hrsg.). Cham: Springer, S. 167-181 15 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 10785 LNAI).

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A Unified Contextual Bandit Framework for Long- and Short-Term Recommendations

Tavakol, M. & Brefeld, U., 30.12.2017, 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. (Hrsg.). Springer, Band 2. S. 269-284 16 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 10535 LNAI).

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Frame-based Data Factorizations

Mair, S., Boubekki, A. & Brefeld, U., 25.07.2017, 34th International Conference on Machine Learning, ICML 2017. Precup, D. & Teh, Y. W. (Hrsg.). Red Hook: Curran Associates, S. 2305-2313 9 S. (Proceedings of Machine Learning Research; Band 70).

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Propagating Maximum Capacities for Recommendation

Boubekki, A., Brefeld, U., Lucchesi, C. L. & Stille, W., 2017, KI 2017: Advances in Artificial Intelligence: 40th Annual German Conference on AI, Dortmund, Germany, September 25-29, 2017 : proceedings. Cham, Schweiz: Springer, S. 72-84 13 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 10505 LNAI).

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Data-driven analyses of electronic text books

Boubekki, A., Kröhne, U., Goldhammer, F., Schreiber, W. & Brefeld, U., 2016, Solving large scale learning tasks: Challenges and algorithms : essays dedicated to Katharina Morik on the occasion of her 60th birthday. Michaelis, S., Piatkowski, N. & Stolpe, M. (Hrsg.). Cham: Springer International Publishing AG, S. 362-376 15 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 9580).

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Using Wikipedia for Cross-Language Named Entity Recognition

Fernandes, E. R., Brefeld, U., Blanco, R. & Atserias, J., 2016, Big Data Analytics in the Social and Ubiquitous Context: 5th International Workshop on Modeling Social Media, MSM 2014, 5th International Workshop on Mining Ubiquitous and Social Environments, MUSE 2014, and First International Workshop on Machine Learning for Urban Sensor Data, SenseML 2014, Revised Selected Papers. Atzmüller, M., Chin, A., Janssen, F., Schweizer, I. & Trattner, C. (Hrsg.). Springer International Publishing AG, S. 1-25 25 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 9546).

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Constrained Independence for Detecting Interesting Patterns

Delacroix, T., Boubekki, A., Lenca, P. & Lallich, S., 02.12.2015, 2015 IEEE International Conference on Data Science and Advanced Analytics (DSAA). Pasi, G., Kwok, J., Zaiane, O., Gallinari, P., Gaussier, E. & Cao, L. (Hrsg.). IEEE - Institute of Electrical and Electronics Engineers Inc., 10 S. 7344897. (Proceedings of the 2015 IEEE International Conference on Data Science and Advanced Analytics, DSAA 2015).

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Universal Threshold Calculation for Fingerprinting Decoders using Mixture Models

Schäfer, M., Mair, S., Berchtold, W. & Steinebach, M., 17.06.2015, Proceedings of the 3rd ACM Workshop on Information Hiding and Multimedia Security. Association for Computing Machinery, Inc, S. 109-114 6 S. (IH and MMSec 2015 - Proceedings of the 2015 ACM Workshop on Information Hiding and Multimedia Security).

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