@inproceedings{SchleifZhuGisbrechtetal., author = {Schleif, Frank-Michael and Zhu, Xibin and Gisbrecht, Andrej and Hammer, Barbara}, title = {Fast approximated relational and kernel clustering}, series = {Proceedings of the 21st International Conference on Pattern Recognition, ICPR 2012, Tsukuba, Japan, November 11-15, 2012}, booktitle = {Proceedings of the 21st International Conference on Pattern Recognition, ICPR 2012, Tsukuba, Japan, November 11-15, 2012}, pages = {1229 -- 1232}, language = {en} } @inproceedings{GisbrechtHammerSchleifetal., author = {Gisbrecht, Andrej and Hammer, Barbara and Schleif, Frank-Michael and Zhu, Xibin}, title = {Accelerating kernel clustering for biomedical data analysis}, series = {Proceedings of the 2011 IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology, CIBCB 2011, Paris, France, April 11-15, 2011}, booktitle = {Proceedings of the 2011 IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology, CIBCB 2011, Paris, France, April 11-15, 2011}, editor = {Bates Congdon, Clare and Corns, Steven M. and Smith, Jennifer A.}, doi = {10.1109/CIBCB.2011.5948460}, pages = {154 -- 161}, language = {en} } @inproceedings{SchleifGisbrechtTino, author = {Schleif, Frank-Michael and Gisbrecht, Andrej and Ti{\~n}o, Peter}, title = {Large Scale Indefinite Kernel Fisher Discriminant}, series = {Similarity-Based Pattern Recognition - Third International Workshop, SIMBAD 2015, Copenhagen, Denmark, October 12-14, 2015, Proceedings}, booktitle = {Similarity-Based Pattern Recognition - Third International Workshop, SIMBAD 2015, Copenhagen, Denmark, October 12-14, 2015, Proceedings}, editor = {Feragen, Aasa and Pelillo, Marcello and Loog, Marco}, doi = {10.1007/978-3-319-24261-3_13}, pages = {160 -- 170}, language = {en} } @inproceedings{SchleifGisbrecht, author = {Schleif, Frank-Michael and Gisbrecht, Andrej}, title = {Data Analysis of (Non-)Metric Proximities at Linear Costs}, series = {Similarity-Based Pattern Recognition - Second International Workshop, SIMBAD 2013, York, UK, July 3-5, 2013. Proceedings}, booktitle = {Similarity-Based Pattern Recognition - Second International Workshop, SIMBAD 2013, York, UK, July 3-5, 2013. Proceedings}, editor = {Hancock, Edwin R. and Pelillo, Marcello}, doi = {10.1007/978-3-642-39140-8_4}, pages = {59 -- 74}, language = {en} } @inproceedings{HammerGisbrechtHasenfussetal., author = {Hammer, Barbara and Gisbrecht, Andrej and Hasenfuss, Alexander and Mokbel, Bassam and Schleif, Frank-Michael and Zhu, Xibin}, title = {Topographic Mapping of Dissimilarity Data}, series = {Advances in Self-Organizing Maps - 8th International Workshop, WSOM 2011, Espoo, Finland, June 13-15, 2011. Proceedings}, booktitle = {Advances in Self-Organizing Maps - 8th International Workshop, WSOM 2011, Espoo, Finland, June 13-15, 2011. Proceedings}, editor = {Laaksonen, Jorma and Honkela, Timo}, doi = {10.1007/978-3-642-21566-7_1}, pages = {1 -- 15}, language = {en} } @inproceedings{GisbrechtSchleifZhuetal., author = {Gisbrecht, Andrej and Schleif, Frank-Michael and Zhu, Xibin and Hammer, Barbara}, title = {Linear Time Heuristics for Topographic Mapping of Dissimilarity Data}, series = {Intelligent Data Engineering and Automated Learning - IDEAL 2011 - 12th International Conference, Norwich, UK, September 7-9, 2011. Proceedings}, booktitle = {Intelligent Data Engineering and Automated Learning - IDEAL 2011 - 12th International Conference, Norwich, UK, September 7-9, 2011. Proceedings}, editor = {Yin, Hujun and Wang, Wenjia and Rayward-Smith, Victor J.}, doi = {10.1007/978-3-642-23878-9_4}, pages = {25 -- 33}, language = {en} } @inproceedings{SchleifGisbrechtHammer, author = {Schleif, Frank-Michael and Gisbrecht, Andrej and Hammer, Barbara}, title = {Accelerating Kernel Neural Gas}, series = {Artificial Neural Networks and Machine Learning - ICANN 2011 - 21st International Conference on Artificial Neural Networks, Espoo, Finland, June 14-17, 2011, Proceedings, Part I}, booktitle = {Artificial Neural Networks and Machine Learning - ICANN 2011 - 21st International Conference on Artificial Neural Networks, Espoo, Finland, June 14-17, 2011, Proceedings, Part I}, editor = {Honkela, Timo and Duch, Wlodzislaw and Girolami, Mark A. and Kaski, Samuel}, doi = {10.1007/978-3-642-21735-7_19}, pages = {150 -- 158}, language = {en} } @inproceedings{SchleifMokbelGisbrechtetal., author = {Schleif, Frank-Michael and Mokbel, Bassam and Gisbrecht, Andrej and Theunissen, Leslie and D{\"u}rr, Volker and Hammer, Barbara}, title = {Learning Relevant Time Points for Time-Series Data in the Life Sciences}, series = {Artificial Neural Networks and Machine Learning - ICANN 2012 - 22nd International Conference on Artificial Neural Networks, Lausanne, Switzerland, September 11-14, 2012, Proceedings, Part II}, booktitle = {Artificial Neural Networks and Machine Learning - ICANN 2012 - 22nd International Conference on Artificial Neural Networks, Lausanne, Switzerland, September 11-14, 2012, Proceedings, Part II}, editor = {Villa, Alessandro E. P. and Duch, Wlodzislaw and {\´E}rdi, P{\´e}ter and Masulli, Francesco and Palm, G{\"u}nther}, doi = {10.1007/978-3-642-33266-1_66}, pages = {531 -- 539}, language = {en} } @inproceedings{SchleifGisbrechtTino, author = {Schleif, Frank-Michael and Gisbrecht, Andrej and Ti{\~n}o, Peter}, title = {Probabilistic Classification Vector Machine at large scale}, series = {23rd European Symposium on Artificial Neural Networks, ESANN 2015, Bruges, Belgium, April 22-24, 2015}, booktitle = {23rd European Symposium on Artificial Neural Networks, ESANN 2015, Bruges, Belgium, April 22-24, 2015}, language = {en} } @article{SchleifGisbrechtTino, author = {Schleif, Frank-Michael and Gisbrecht, Andrej and Ti{\~n}o, Peter}, title = {Supervised low rank indefinite kernel approximation using minimum enclosing balls}, series = {Neurocomputing}, volume = {318}, journal = {Neurocomputing}, doi = {10.1016/j.neucom.2018.08.057}, pages = {213 -- 226}, language = {en} } @article{GisbrechtSchleif, author = {Gisbrecht, Andrej and Schleif, Frank-Michael}, title = {Metric and non-metric proximity transformations at linear costs}, series = {Neurocomputing}, volume = {167}, journal = {Neurocomputing}, doi = {10.1016/j.neucom.2015.04.017}, pages = {643 -- 657}, language = {en} } @article{GisbrechtMokbelSchleifetal., author = {Gisbrecht, Andrej and Mokbel, Bassam and Schleif, Frank-Michael and Zhu, Xibin and Hammer, Barbara}, title = {Linear Time Relational Prototype Based Learning}, series = {International Journal of Neural Systems}, volume = {22}, journal = {International Journal of Neural Systems}, number = {5}, doi = {10.1142/S0129065712500219}, language = {en} } @article{ZhuGisbrechtSchleifetal., author = {Zhu, Xibin and Gisbrecht, Andrej and Schleif, Frank-Michael and Hammer, Barbara}, title = {Approximation techniques for clustering dissimilarity data}, series = {Neurocomputing}, volume = {90}, journal = {Neurocomputing}, doi = {10.1016/j.neucom.2012.01.033}, pages = {72 -- 84}, language = {en} } @inproceedings{SchleifGisbrechtHammer, author = {Schleif, Frank-Michael and Gisbrecht, Andrej and Hammer, Barbara}, title = {Relevance learning for short high-dimensional time series in the life sciences}, series = {The 2012 International Joint Conference on Neural Networks (IJCNN), Brisbane, Australia, June 10-15, 2012}, booktitle = {The 2012 International Joint Conference on Neural Networks (IJCNN), Brisbane, Australia, June 10-15, 2012}, doi = {10.1109/IJCNN.2012.6252653}, pages = {1 -- 8}, language = {en} }