41 Publikationen

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  • [41]
    2016 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2783224 OA
    Paaßen, B., Mokbel, B., and Hammer, B. (2016). Adaptive structure metrics for automated feedback provision in intelligent tutoring systems. Neurocomputing 192, 3-13.
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  • [40]
    2016 | Bielefelder E-Dissertation | PUB-ID: 2900425 OA
    Mokbel, B. (2016). Dissimilarity-based learning for complex data. Bielefeld: Universität Bielefeld.
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  • [39]
    2015 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2752948 OA
    Gross, S., Mokbel, B., Hammer, B., and Pinkwart, N. (2015). Learning Feedback in Intelligent Tutoring Systems. Report of the FIT Project, Conducted from December 2011 to March 2015. KI - Künstliche Intelligenz 29, 413-418.
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  • [38]
    2015 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2903777 OA
    Schulz, A., Mokbel, B., Biehl, M., and Hammer, B. (2015). “Inferring Feature Relevances From Metric Learning” in 2015 IEEE Symposium Series on Computational Intelligence (Piscataway, NJ: IEEE).
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  • [37]
    2015 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2710031 OA
    Mokbel, B., Paaßen, B., Schleif, F. - M., and Hammer, B. (2015). Metric learning for sequences in relational LVQ. Neurocomputing 169, 306-322.
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  • [36]
    2015 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2724156 OA
    Paaßen, B., Mokbel, B., and Hammer, B. (2015). “Adaptive structure metrics for automated feedback provision in Java programming” in Proceedings of the ESANN, 23rd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Verleysen, M. ed. 307-312.
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  • [35]
    2015 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2762087
    Paaßen, B., Mokbel, B., and Hammer, B. (2015). “A Toolbox for Adaptive Sequence Dissimilarity Measures for Intelligent Tutoring Systems” in Proceedings of the 8th International Conference on Educational Data Mining, Santos, O. C., Boticario, J. G., Romero, C., Pechenizkiy, M., Merceron, A., Mitros, P., Luna, J. M., Mihaescu, C., Moreno, P., Hershkovitz, A., et al. eds. (International Educational Datamining Society), 632-632.
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  • [34]
    2015 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2752955 OA
    Walter, O., Häb-Umbach, R., Mokbel, B., Paaßen, B., and Hammer, B. (2015). Autonomous Learning of Representations. KI - Künstliche Intelligenz 29, 339–351.
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  • [33]
    2015 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2783369 OA
    Mokbel, B., and Schulz, A. (2015). “Towards Dimensionality Reduction for Smart Home Sensor Data” in Proceedings of the Workshop New Challenges in Neural Computation (NC² 2015), Hammer, B., Martinetz, T., and Villmann, T. eds. Machine Learning Reports 41-48.
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  • [32]
    2014 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982100
    Gross, S., Mokbel, B., Hammer, B., and Pinkwart, N. (2014). “How to Select an Example? A Comparison of Selection Strategies in Example-Based Learning” in Intelligent Tutoring Systems, Trausan-Matu, S., Boyer, K. E., Crosby, M., and Panourgia, K. eds. Lecture Notes in Computer Science (Cham: Springer International Publishing), 340-347.
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  • [31]
    2014 | Konferenzbeitrag | PUB-ID: 2909360
    Gross, S., Mokbel, B., Hammer, B., and Pinkwart, N. (2014). “How to Select an Example? A Comparison of Selection Strategies in Example-Based Learning” in Intelligent Tutoring Systems, Trausan-Matu, S., Elizabeth Boyer, K., E. Crosby, M., and Panourgia, K. eds. Lecture Notes in Computer Science, vol. 8474, (Springer), 340-347.
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  • [30]
    2014 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2673554 OA
    Mokbel, B., Paaßen, B., and Hammer, B. (2014). “Adaptive distance measures for sequential data” in ESANN, 22nd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Verleysen, M. ed. (Bruges, Belgium: i6doc.com), 265-270.
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  • [29]
    2014 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2734058
    Gross, S., Mokbel, B., Paaßen, B., Hammer, B., and Pinkwart, N. (2014). Example-based feedback provision using structured solution spaces. International Journal of Learning Technology 9, 248-280.
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  • [28]
    2014 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2710067 OA
    Mokbel, B., Paaßen, B., and Hammer, B. (2014). “Efficient Adaptation of Structure Metrics in Prototype-Based Classification” in Artificial Neural Networks and Machine Learning - ICANN 2014 - 24th International Conference on Artificial Neural Networks, Hamburg, Germany, September 15-19, 2014. Proceedings, Wermter, S., Weber, C., Duch, W., Honkela, T., Koprinkova-Hristova, P., Magg, S., Palm, G., and Villa, A. eds. Lecture Notes in Computer Science, vol. 8681, (Springer), 571-578.
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  • [27]
    2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2623500
    Gisbrecht, A., Hammer, B., Mokbel, B., and Sczyrba, A. (2013). “Nonlinear dimensionality reduction for cluster identification in metagenomic samples” in 17th International Conference on Information Visualisation IV 2013, Banissi, E. ed. (Piscataway, NJ: IEEE), 174-179.
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  • [26]
    2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625185
    Mokbel, B., Gross, S., Paaßen, B., Pinkwart, N., and Hammer, B. (2013). “Domain-Independent Proximity Measures in Intelligent Tutoring Systems” in Proceedings of the 6th International Conference on Educational Data Mining (EDM), D'Mello, S. K., Calvo, R. A., and Olney, A. eds. 334-335.
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  • [25]
    2013 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2612736
    Mokbel, B., Lueks, W., Gisbrecht, A., and Hammer, B. (2013). Visualizing the quality of dimensionality reduction. Neurocomputing 112, 109-123.
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  • [24]
    2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2670686
    Gross, S., Mokbel, B., Hammer, B., and Pinkwart, N. (2013). “Towards a Domain-Independent ITS Middleware Architecture” in 2013 IEEE 13th International Conference on Advanced Learning Technologies (IEEE), 408-409.
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  • [23]
    2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625207
    Gross, S., Mokbel, B., Hammer, B., and Pinkwart, N. (2013). “Towards Providing Feedback to Students in Absence of Formalized Domain Models” in AIED 644-648.
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  • [22]
    2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2982108
    Gisbrecht, A., Mokbel, B., and Hammer, B. (2012). “Linear basis-function t-SNE for fast nonlinear dimensionality reduction” in The 2012 International Joint Conference on Neural Networks (IJCNN) (IEEE), 1-8.
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  • [21]
    2012 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2625232
    Gisbrecht, A., Mokbel, B., Schleif, F. - M., Zhu, X., and Hammer, B. (2012). Linear Time Relational Prototype Based Learning. International Journal of Neural Systems 22:1250021.
    PUB | DOI | WoS | PubMed | Europe PMC
     
  • [20]
    2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625260
    Gisbrecht, A., Lueks, W., Mokbel, B., and Hammer, B. (2012). “Out-of-sample kernel extensions for nonparametric dimensionality reduction” in ESANN 2012 531-536.
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  • [19]
    2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2536426 OA
    Mokbel, B., Gross, S., Lux, M., Pinkwart, N., and Hammer, B. (2012). “How to Quantitatively Compare Data Dissimilarities for Unsupervised Machine Learning?” in Artificial Neural Networks in Pattern Recognition. 5th INNS IAPR TC 3 GIRPR Workshop, ANNPR 2012. Proceedings, Mana, N., Schwenker, F., and Trentin, E. eds. Lecture Notes in Artificial Intelligence, vol. 7477, (Springer Berlin Heidelberg), 1-13.
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  • [18]
    2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625276
    Gisbrecht, A., Mokbel, B., and Hammer, B. (2012). “Linear Basis-Function t-SNE for Fast Nonlinear Dimensionality Reduction” in IJCNN.
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  • [17]
    2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625242
    Gross, S., Mokbel, B., Hammer, B., and Pinkwart, N. (2012). “Feedback Provision Strategies in Intelligent Tutoring Systems Based on Clustered Solution Spaces” in DeLFI 27-38.
    PUB
     
  • [16]
    2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2536444 OA
    Gross, S., Mokbel, B., Hammer, B., and Pinkwart, N. (2012). “Feedback Provision Strategies in Intelligent Tutoring Systems Based on Clustered Solution Spaces” in DeLFI 2012: Die 10. e-Learning Fachtagung Informatik, Desel, J., Haake, J. M., Spannagel, C., and Gesellschaft für Informatik eds. GI-Edition : Proceedings, vol. 207, (Hagen, Germany: Köllen), 27-38.
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  • [15]
    2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2534877
    Schleif, F. - M., Mokbel, B., Gisbrecht, A., Theunissen, L., Dürr, V., and Hammer, B. (2012). “Learning Relevant Time Points for Time-Series Data in the Life Sciences” in ICANN (2) Lecture Notes in Computer Science, vol. 7553, (Berlin, Heidelberg: Springer Berlin Heidelberg), 531-539.
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  • [14]
    2012 | Konferenzbeitrag | PUB-ID: 2909356
    Mokbel, B., Lueks, W., Gisbrecht, A., Biehl, M., and Hammer, B. (2012). “Visualizing the quality of dimensionality reduction” in ESANN 2012, Verleysen, M. ed. 179--184.
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  • [13]
    2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2534868
    Hammer, B., Mokbel, B., Schleif, F. - M., and Zhu, X. (2012). “White Box Classification of Dissimilarity Data” in HAIS (1) (Berlin, Heidelberg: Springer Berlin Heidelberg), 309-321.
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  • [12]
    2011 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982113
    Hammer, B., Gisbrecht, A., Hasenfuss, A., Mokbel, B., Schleif, F. - M., and Zhu, X. (2011). “Topographic Mapping of Dissimilarity Data” in Advances in Self-Organizing Maps, Laaksonen, J., and Honkela, T. eds. Lecture Notes in Computer Science (Berlin, Heidelberg: Springer Berlin Heidelberg), 1-15.
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  • [11]
    2011 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982111
    Hammer, B., Mokbel, B., Schleif, F. - M., and Zhu, X. (2011). “Prototype-Based Classification of Dissimilarity Data” in Advances in Intelligent Data Analysis X, Gama, J., Bradley, E., and Hollmén, J. eds. Lecture Notes in Computer Science (Berlin, Heidelberg: Springer Berlin Heidelberg), 185-197.
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  • [10]
    2011 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982109
    Hammer, B., Biehl, M., Bunte, K., and Mokbel, B. (2011). “A General Framework for Dimensionality Reduction for Large Data Sets” in Advances in Self-Organizing Maps, Laaksonen, J., and Honkela, T. eds. Lecture Notes in Computer Science (Berlin, Heidelberg: Springer Berlin Heidelberg), 277-287.
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  • [9]
    2011 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276485
    Hammer, B., Gisbrecht, A., Hasenfuss, A., Mokbel, B., Schleif, F. - M., and Zhu, X. (2011). “Topographic Mapping of Dissimilarity Data” in WSOM'11.
    PUB
     
  • [8]
    2011 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276512
    Hammer, B., Biehl, M., Bunte, K., and Mokbel, B. (2011). “A general framework for dimensionality reduction for large data sets” in WSOM'11.
    PUB
     
  • [7]
    2011 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2276531
    Gisbrecht, A., Mokbel, B., and Hammer, B. (2011). Relational Generative Topographic Mapping. Neurocomputing 74, 1359-1371.
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  • [6]
    2010 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982117
    Gisbrecht, A., Mokbel, B., Hasenfuss, A., and Hammer, B. (2010). “Visualizing Dissimilarity Data Using Generative Topographic Mapping” in KI 2010: Advances in Artificial Intelligence, Dillmann, R., Beyerer, J., Hanebeck, U. D., and Schultz, T. eds. Lecture Notes in Computer Science (Berlin, Heidelberg: Springer Berlin Heidelberg), 227-237.
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  • [5]
    2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276543
    Gisbrecht, A., Mokbel, B., and Hammer, B. (2010). “The Nystrom approximation for relational generative topographic mappings” in NIPS workshop on challenges of Data Visualization.
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  • [4]
    2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276547
    Mokbel, B., Gisbrecht, A., and Hammer, B. (2010). “On the effect of clustering on quality assessment measures for dimensionality reduction” in NIPS workshop on Challenges of Data Visualization.
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  • [3]
    2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993452
    Gisbrecht, A., Mokbel, B., and Hammer, B. (2010). “Relational Generative Topographic Map” in ESANN'10, Verleysen, M. ed. (Evere: D side), 277-282.
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  • [2]
    2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993457
    Gisbrecht, A., Mokbel, B., Hasenfuss, A., and Hammer, B. (2010). “Visualizing Dissimilarity Data using generative topographic mapping” in KI'2010, Dillmann, R., Beyerer, J., Hanebeck, U. D., and Schulz, T. eds. 227-237.
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  • [1]
    2009 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993835
    Mokbel, B., Hasenfuss, A., and Hammer, B. (2009). “Graph-based Representation of Symbolic Musical Data” in Graph-Based Representation in Pattern Recognition (GbRPR 2009). Lecture Notes in Computer Science, 5534, Torsello, A., Escolano, F., Brun, L., and International Association for Pattern Recognition. Technical Committee on Graph Based Representations eds. Lecture notes in computer science, vol. 5534, (Berlin: Springer), 42-51.
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