Andrej Gisbrecht
PEVZ-ID
48 Publikationen
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2015 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2910885Schleif, Frank-Michael, Gisbrecht, Andrej, and Tino, Peter. “Large Scale Indefinite Kernel Fisher Discriminant”. Similarity-Based Pattern Recognition. Similarity-Based Pattern Recognition : Third International Workshop, SIMBAD 2015, Proceedings. Ed. Aasa Feragen, Marcello Pelillo, and Marco Loog. Cham: Springer International Publishing, 2015.Vol. 9370. Lecture Notes in Computer Science. 160-170.PUB | DOI
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2014 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2673557Schulz, Alexander, Gisbrecht, Andrej, and Hammer, Barbara. “Relevance learning for dimensionality reduction”. ESANN, 22nd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. Ed. Michel Verleysen. Bruges, Belgium: i6doc.com, 2014. 165-170.PUB
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2014 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2900324Gisbrecht, Andrej, Schulz, Alexander, and Hammer, Barbara. “Discriminative Dimensionality Reduction for the Visualization of Classifiers”. Pattern Recognition Applications and Methods. Cham: Springer Science + Business Media, 2014.Vol. 318. Advances in Intelligent Systems and Computing. 39-56.PUB | DOI
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2013 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982102Hofmann, Daniela, Gisbrecht, Andrej, and Hammer, Barbara. “Efficient Approximations of Kernel Robust Soft LVQ”. Advances in Self-Organizing Maps. Ed. Pablo A. Estévez, José C. Príncipe, and Pablo Zegers. Berlin, Heidelberg: Springer Berlin Heidelberg, 2013. Advances in Intelligent Systems and Computing. 183-192.PUB | DOI
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2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2623500Gisbrecht, Andrej, Hammer, Barbara, Mokbel, Bassam, and Sczyrba, Alexander. “Nonlinear dimensionality reduction for cluster identification in metagenomic samples”. 17th International Conference on Information Visualisation IV 2013. Ed. Ebad Banissi. Piscataway, NJ: IEEE, 2013. 174-179.PUB | DOI
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2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2622454Hammer, Barbara, Gisbrecht, Andrej, and Schulz, Alexander. “Applications of discriminative dimensionality reduction”. Proceedings of the 2nd International Conference on Pattern Recognition Applications and Methods. SCITEPRESS, 2013. 33-41.PUB | DOI
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2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2622456Schulz, Alexander, Gisbrecht, Andrej, and Hammer, Barbara. “Using Nonlinear Dimensionality Reduction to Visualize Classifiers”. Advances in computational intelligence. Proceedings. Vol 1. Ed. Ignacio Rojas, Gonzalo Joya, and Joan Gabestany. Springer, 2013.Vol. 7902. Lecture Notes in Computer Science. 59-68.PUB | DOI | WoS
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2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2622467Schulz, Alexander, Gisbrecht, Andrej, and Hammer, Barbara. “Classifier inspection based on different discriminative dimensionality reductions”. Workshop NC^2 2013. TR Machine Learning Reports, 2013. 77-86.PUB
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2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625194Gisbrecht, Andrej, Miche, Yoan, Hammer, Barbara, and Lendasse, Amaury. “Visualizing Dependencies of Spectral Features using Mutual Information”. ESANN, 21st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. 2013. 573-578.PUB
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2012 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982106Gisbrecht, Andrej, Hofmann, Daniela, and Hammer, Barbara. “Discriminative Dimensionality Reduction Mappings”. Advances in Intelligent Data Analysis XI. Ed. Jaakko Hollmén, Frank Klawonn, and Allan Tucker. Berlin, Heidelberg: Springer Berlin Heidelberg, 2012. Lecture Notes in Computer Science. 126-138.PUB | DOI
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2012 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2625232Gisbrecht, Andrej, Mokbel, Bassam, Schleif, Frank-Michael, Zhu, Xibin, and Hammer, Barbara. “Linear Time Relational Prototype Based Learning”. International Journal of Neural Systems 22.05 (2012): 1250021.PUB | DOI | WoS | PubMed | Europe PMC
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2622449Schulz, Alexander, Gisbrecht, Andrej, Bunte, Kerstin, and Hammer, Barbara. “How to visualize a classifier?”. Proceedings of the Workshop - New Challenges in Neural Computation 2012. Machine Learning Reports, 2012. 73-83.PUB
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625260Gisbrecht, Andrej, Lueks, Wouter, Mokbel, Bassam, and Hammer, Barbara. “Out-of-sample kernel extensions for nonparametric dimensionality reduction”. ESANN 2012. 2012. 531-536.PUB
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625265Gisbrecht, Andrej, Sovilj, Dusan, Hammer, Barbara, and Lendasse, Amaury. “Relevance learning for time series inspection”. ESANN 2012. Ed. Michel Verleysen. 2012. 489-494.PUB
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2671172Hofmann, Daniela, Gisbrecht, Andrej, and Hammer, Barbara. “Discriminative probabilistic prototype based models in kernel space”. Workshop NC^2 2012. TR Machine Learning Reports, 2012.PUB
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625238Hofmann, Daniela, Gisbrecht, Andrej, and Hammer, Barbara. “Efficient Approximations of Kernel Robust Soft LVQ”. WSOM. 2012.PUB
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625276Gisbrecht, Andrej, Mokbel, Bassam, and Hammer, Barbara. “Linear Basis-Function t-SNE for Fast Nonlinear Dimensionality Reduction”. IJCNN. 2012.PUB
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625247Gisbrecht, Andrej, Hofmann, Daniela, and Hammer, Barbara. “Discriminative Dimensionality Reduction Mappings”. 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. Springer, 2012.Vol. 7619. Lecture Notes in Computer Science. 126-138.PUB
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2615750Schleif, Frank-Michael, Zhu, Xibin, Gisbrecht, Andrej, and Hammer, Barbara. “Fast approximated relational and kernel clustering”. Proceedings of ICPR 2012. IEEE, 2012. 1229-1232.PUB
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2534877Schleif, Frank-Michael, Mokbel, Bassam, Gisbrecht, Andrej, Theunissen, Leslie, Dürr, Volker, and Hammer, Barbara. “Learning Relevant Time Points for Time-Series Data in the Life Sciences”. ICANN (2). Berlin, Heidelberg: Springer Berlin Heidelberg, 2012.Vol. 7553. Lecture Notes in Computer Science. 531-539.PUB | DOI
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2012 | Konferenzbeitrag | PUB-ID: 2909356Mokbel, Bassam, Lueks, Wouter, Gisbrecht, Andrej, Biehl, Michael, and Hammer, Barbara. “Visualizing the quality of dimensionality reduction”. ESANN 2012. Ed. Michel Verleysen. 2012. 179--184.PUB
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2534905Schleif, Frank-Michael, Gisbrecht, Andrej, and Hammer, Barbara. “Relevance learning for short high-dimensional time series in the life sciences”. IJCNN. Ed. IEEE Computational Intelligence Society and Institute of Electrical and Electronics Engineers. Piscataway, NJ: IEEE, 2012. 1-8.PUB | DOI
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2011 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982113Hammer, Barbara, Gisbrecht, Andrej, Hasenfuss, Alexander, Mokbel, Bassam, Schleif, Frank-Michael, and Zhu, Xibin. “Topographic Mapping of Dissimilarity Data”. Advances in Self-Organizing Maps. Ed. Jorma Laaksonen and Timo Honkela. Berlin, Heidelberg: Springer Berlin Heidelberg, 2011. Lecture Notes in Computer Science. 1-15.PUB | DOI
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2011 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982110Schleif, Frank-Michael, Gisbrecht, Andrej, and Hammer, Barbara. “Accelerating Kernel Neural Gas”. Artificial Neural Networks and Machine Learning – ICANN 2011. Ed. Timo Honkela, Włodzisław Duch, Mark Girolami, and Samuel Kaski. Berlin, Heidelberg: Springer Berlin Heidelberg, 2011. Lecture Notes in Computer Science. 150-158.PUB | DOI
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2011 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276480Gisbrecht, Andrej, Schleif, Frank-Michael, Zhu, Xibin, and Hammer, Barbara. “Linear time heuristics for topographic mapping of dissimilarity data”. Intelligent Data Engineering and Automated Learning - IDEAL 2011: IDEAL 2011, 12th international conference, Norwich, UK, September 7 - 9, 2011 ; proceedings. Berlin, Heidelberg: Springer, 2011.Vol. 6936. Lecture Notes in Computer Science. 25-33.PUB | DOI
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2011 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276485Hammer, Barbara, Gisbrecht, Andrej, Hasenfuss, A., Mokbel, Bassam, Schleif, Frank-Michael, and Zhu, Xibin. “Topographic Mapping of Dissimilarity Data”. WSOM'11. 2011.PUB
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2011 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276492Schleif, Frank-Michael, Gisbrecht, Andrej, and Hammer, Barbara. “Accelerating Kernel Neural Gas”. ICANN'2011. Ed. S. Kaski, T. Honkela, Mark Gitolami, and W. Dutch. 2011.PUB
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2011 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276522Gisbrecht, Andrej, Hammer, Barbara, Schleif, Frank-Michael, and Zhu, Xibin. “Accelerating dissimilarity clustering for biomedical data analysis”. IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology. 2011. pp.154-161.PUB
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2010 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982117Gisbrecht, Andrej, Mokbel, Bassam, Hasenfuss, Alexander, and Hammer, Barbara. “Visualizing Dissimilarity Data Using Generative Topographic Mapping”. KI 2010: Advances in Artificial Intelligence. Ed. Rüdiger Dillmann, Jürgen Beyerer, Uwe D. Hanebeck, and Tanja Schultz. Berlin, Heidelberg: Springer Berlin Heidelberg, 2010. Lecture Notes in Computer Science. 227-237.PUB | DOI
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2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276543Gisbrecht, Andrej, Mokbel, Bassam, and Hammer, Barbara. “The Nystrom approximation for relational generative topographic mappings”. NIPS workshop on challenges of Data Visualization. 2010.PUB
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2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276547Mokbel, Bassam, Gisbrecht, Andrej, and Hammer, Barbara. “On the effect of clustering on quality assessment measures for dimensionality reduction”. NIPS workshop on Challenges of Data Visualization. 2010.PUB
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2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993448Gisbrecht, Andrej, and Hammer, Barbara. “Relevance learning in generative topographic maps”. ESANN'10. Ed. M. Verleysen. Evere: D side, 2010. 387-392.PUB
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2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993452Gisbrecht, Andrej, Mokbel, Bassam, and Hammer, Barbara. “Relational Generative Topographic Map”. ESANN'10. Ed. M. Verleysen. Evere: D side, 2010. 277-282.PUB
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2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993457Gisbrecht, Andrej, Mokbel, Bassam, Hasenfuss, Alexander, and Hammer, Barbara. “Visualizing Dissimilarity Data using generative topographic mapping”. KI'2010. Ed. R Dillmann, J Beyerer, U.D. Hanebeck, and T. Schulz. 2010. 227-237.PUB