Andrej Gisbrecht
PEVZ-ID
48 Publikationen
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2015 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2910885Schleif, Frank-Michael, Gisbrecht, Andrej, and Tino, Peter. 2015. “Large Scale Indefinite Kernel Fisher Discriminant”. In Similarity-Based Pattern Recognition. Similarity-Based Pattern Recognition : Third International Workshop, SIMBAD 2015, Proceedings, ed. Aasa Feragen, Marcello Pelillo, and Marco Loog, 9370:160-170. Lecture Notes in Computer Science. Cham: Springer International Publishing.
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2014 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2673557Schulz, Alexander, Gisbrecht, Andrej, and Hammer, Barbara. 2014. “Relevance learning for dimensionality reduction”. In ESANN, 22nd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ed. Michel Verleysen, 165-170. Bruges, Belgium: i6doc.com.
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2014 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2900324Gisbrecht, Andrej, Schulz, Alexander, and Hammer, Barbara. 2014. “Discriminative Dimensionality Reduction for the Visualization of Classifiers”. In Pattern Recognition Applications and Methods, 318:39-56. Advances in Intelligent Systems and Computing. Cham: Springer Science + Business Media.
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2013 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982102Hofmann, Daniela, Gisbrecht, Andrej, and Hammer, Barbara. 2013. “Efficient Approximations of Kernel Robust Soft LVQ”. In Advances in Self-Organizing Maps, ed. Pablo A. Estévez, José C. Príncipe, and Pablo Zegers, 183-192. Advances in Intelligent Systems and Computing. Berlin, Heidelberg: Springer Berlin Heidelberg.
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2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2623500Gisbrecht, Andrej, Hammer, Barbara, Mokbel, Bassam, and Sczyrba, Alexander. 2013. “Nonlinear dimensionality reduction for cluster identification in metagenomic samples”. In 17th International Conference on Information Visualisation IV 2013, ed. Ebad Banissi, 174-179. Piscataway, NJ: IEEE.
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2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2622454Hammer, Barbara, Gisbrecht, Andrej, and Schulz, Alexander. 2013. “Applications of discriminative dimensionality reduction”. In Proceedings of the 2nd International Conference on Pattern Recognition Applications and Methods, 33-41. SCITEPRESS.
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2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2622456Schulz, Alexander, Gisbrecht, Andrej, and Hammer, Barbara. 2013. “Using Nonlinear Dimensionality Reduction to Visualize Classifiers”. In Advances in computational intelligence. Proceedings. Vol 1, ed. Ignacio Rojas, Gonzalo Joya, and Joan Gabestany, 7902:59-68. Lecture Notes in Computer Science. Springer.
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2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2622467Schulz, Alexander, Gisbrecht, Andrej, and Hammer, Barbara. 2013. “Classifier inspection based on different discriminative dimensionality reductions”. In Workshop NC^2 2013, 77-86. TR Machine Learning Reports.
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2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625194Gisbrecht, Andrej, Miche, Yoan, Hammer, Barbara, and Lendasse, Amaury. 2013. “Visualizing Dependencies of Spectral Features using Mutual Information”. In ESANN, 21st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, 573-578.
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2012 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982106Gisbrecht, Andrej, Hofmann, Daniela, and Hammer, Barbara. 2012. “Discriminative Dimensionality Reduction Mappings”. In Advances in Intelligent Data Analysis XI, ed. Jaakko Hollmén, Frank Klawonn, and Allan Tucker, 126-138. Lecture Notes in Computer Science. Berlin, Heidelberg: Springer Berlin Heidelberg.
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2012 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2625232Gisbrecht, Andrej, Mokbel, Bassam, Schleif, Frank-Michael, Zhu, Xibin, and Hammer, Barbara. 2012. “Linear Time Relational Prototype Based Learning”. International Journal of Neural Systems 22 (05): 1250021.
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2622449Schulz, Alexander, Gisbrecht, Andrej, Bunte, Kerstin, and Hammer, Barbara. 2012. “How to visualize a classifier?”. In Proceedings of the Workshop - New Challenges in Neural Computation 2012, 73-83. Machine Learning Reports.
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625260Gisbrecht, Andrej, Lueks, Wouter, Mokbel, Bassam, and Hammer, Barbara. 2012. “Out-of-sample kernel extensions for nonparametric dimensionality reduction”. In ESANN 2012, 531-536.
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625265Gisbrecht, Andrej, Sovilj, Dusan, Hammer, Barbara, and Lendasse, Amaury. 2012. “Relevance learning for time series inspection”. In ESANN 2012, ed. Michel Verleysen, 489-494.
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2671172Hofmann, Daniela, Gisbrecht, Andrej, and Hammer, Barbara. 2012. “Discriminative probabilistic prototype based models in kernel space”. In Workshop NC^2 2012. TR Machine Learning Reports.
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625238Hofmann, Daniela, Gisbrecht, Andrej, and Hammer, Barbara. 2012. “Efficient Approximations of Kernel Robust Soft LVQ”. In WSOM.
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625276Gisbrecht, Andrej, Mokbel, Bassam, and Hammer, Barbara. 2012. “Linear Basis-Function t-SNE for Fast Nonlinear Dimensionality Reduction”. In IJCNN.
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625247Gisbrecht, Andrej, Hofmann, Daniela, and Hammer, Barbara. 2012. “Discriminative Dimensionality Reduction Mappings”. In Advances in Intelligent Data Analysis XI - 11th International Symposium, IDA 2012, Helsinki, Finland, October 25-27, 2012. Proceedings, ed. Jaakko Hollmén, Frank Klawonn, and Allan Tucker, 7619:126-138. Lecture Notes in Computer Science. Springer.
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2615750Schleif, Frank-Michael, Zhu, Xibin, Gisbrecht, Andrej, and Hammer, Barbara. 2012. “Fast approximated relational and kernel clustering”. In Proceedings of ICPR 2012, 1229-1232. IEEE.
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2534877Schleif, Frank-Michael, Mokbel, Bassam, Gisbrecht, Andrej, Theunissen, Leslie, Dürr, Volker, and Hammer, Barbara. 2012. “Learning Relevant Time Points for Time-Series Data in the Life Sciences”. In ICANN (2), 7553:531-539. Lecture Notes in Computer Science. Berlin, Heidelberg: Springer Berlin Heidelberg.
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2012 | Konferenzbeitrag | PUB-ID: 2909356Mokbel, Bassam, Lueks, Wouter, Gisbrecht, Andrej, Biehl, Michael, and Hammer, Barbara. 2012. “Visualizing the quality of dimensionality reduction”. In ESANN 2012, ed. Michel Verleysen, 179--184.
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2534905Schleif, Frank-Michael, Gisbrecht, Andrej, and Hammer, Barbara. 2012. “Relevance learning for short high-dimensional time series in the life sciences”. In IJCNN, ed. IEEE Computational Intelligence Society and Institute of Electrical and Electronics Engineers, 1-8. Piscataway, NJ: IEEE.
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2011 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982113Hammer, Barbara, Gisbrecht, Andrej, Hasenfuss, Alexander, Mokbel, Bassam, Schleif, Frank-Michael, and Zhu, Xibin. 2011. “Topographic Mapping of Dissimilarity Data”. In Advances in Self-Organizing Maps, ed. Jorma Laaksonen and Timo Honkela, 1-15. Lecture Notes in Computer Science. Berlin, Heidelberg: Springer Berlin Heidelberg.
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2011 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982110Schleif, Frank-Michael, Gisbrecht, Andrej, and Hammer, Barbara. 2011. “Accelerating Kernel Neural Gas”. In Artificial Neural Networks and Machine Learning – ICANN 2011, ed. Timo Honkela, Włodzisław Duch, Mark Girolami, and Samuel Kaski, 150-158. Lecture Notes in Computer Science. Berlin, Heidelberg: Springer Berlin Heidelberg.
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2011 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276480Gisbrecht, Andrej, Schleif, Frank-Michael, Zhu, Xibin, and Hammer, Barbara. 2011. “Linear time heuristics for topographic mapping of dissimilarity data”. In Intelligent Data Engineering and Automated Learning - IDEAL 2011: IDEAL 2011, 12th international conference, Norwich, UK, September 7 - 9, 2011 ; proceedings, 6936:25-33. Lecture Notes in Computer Science. Berlin, Heidelberg: Springer.
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2011 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276485Hammer, Barbara, Gisbrecht, Andrej, Hasenfuss, A., Mokbel, Bassam, Schleif, Frank-Michael, and Zhu, Xibin. 2011. “Topographic Mapping of Dissimilarity Data”. In WSOM'11.
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2011 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276492Schleif, Frank-Michael, Gisbrecht, Andrej, and Hammer, Barbara. 2011. “Accelerating Kernel Neural Gas”. In ICANN'2011, ed. S. Kaski, T. Honkela, Mark Gitolami, and W. Dutch.
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2011 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276522Gisbrecht, Andrej, Hammer, Barbara, Schleif, Frank-Michael, and Zhu, Xibin. 2011. “Accelerating dissimilarity clustering for biomedical data analysis”. In IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology, pp.154-161.
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2010 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982117Gisbrecht, Andrej, Mokbel, Bassam, Hasenfuss, Alexander, and Hammer, Barbara. 2010. “Visualizing Dissimilarity Data Using Generative Topographic Mapping”. In KI 2010: Advances in Artificial Intelligence, ed. Rüdiger Dillmann, Jürgen Beyerer, Uwe D. Hanebeck, and Tanja Schultz, 227-237. Lecture Notes in Computer Science. Berlin, Heidelberg: Springer Berlin Heidelberg.
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2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276543Gisbrecht, Andrej, Mokbel, Bassam, and Hammer, Barbara. 2010. “The Nystrom approximation for relational generative topographic mappings”. In NIPS workshop on challenges of Data Visualization.
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2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276547Mokbel, Bassam, Gisbrecht, Andrej, and Hammer, Barbara. 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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2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993448Gisbrecht, Andrej, and Hammer, Barbara. 2010. “Relevance learning in generative topographic maps”. In ESANN'10, ed. M. Verleysen, 387-392. Evere: D side.
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2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993452Gisbrecht, Andrej, Mokbel, Bassam, and Hammer, Barbara. 2010. “Relational Generative Topographic Map”. In ESANN'10, ed. M. Verleysen, 277-282. Evere: D side.
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2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993457Gisbrecht, Andrej, Mokbel, Bassam, Hasenfuss, Alexander, and Hammer, Barbara. 2010. “Visualizing Dissimilarity Data using generative topographic mapping”. In KI'2010, ed. R Dillmann, J Beyerer, U.D. Hanebeck, and T. Schulz, 227-237.