@inproceedings{HeiligMuenchSchleif, author = {Heilig, Simon and M{\"u}nch, Maximilian and Schleif, Frank-Michael}, title = {Memory Efficient Kernel Approximation for Non-Stationary and Indefinite Kernels}, series = {International Joint Conference on Neural Networks, IJCNN 2022, Padua, Italy, July 18-23, 2022}, booktitle = {International Joint Conference on Neural Networks, IJCNN 2022, Padua, Italy, July 18-23, 2022}, doi = {10.1109/IJCNN55064.2022.9892153}, pages = {1 -- 8}, language = {en} } @inproceedings{SchleifKabanTino, author = {Schleif, Frank-Michael and Kab{\´a}n, Ata and Ti{\~n}o, Peter}, title = {Finding Small Sets of Random Fourier Features for Shift-Invariant Kernel Approximation}, series = {Artificial Neural Networks in Pattern Recognition - 7th IAPR TC3 Workshop, ANNPR 2016, Ulm, Germany, September 28-30, 2016, Proceedings}, booktitle = {Artificial Neural Networks in Pattern Recognition - 7th IAPR TC3 Workshop, ANNPR 2016, Ulm, Germany, September 28-30, 2016, Proceedings}, editor = {Schwenker, Friedhelm and Abbas, Hazem M. and El Gayar, Neamat and Trentin, Edmondo}, doi = {10.1007/978-3-319-46182-3_4}, pages = {42 -- 54}, language = {en} } @inproceedings{Schleif, author = {Schleif, Frank-Michael}, title = {Indefinite Support Vector Regression}, series = {Artificial Neural Networks and Machine Learning - ICANN 2017 - 26th International Conference on Artificial Neural Networks, Alghero, Italy, September 11-14, 2017, Proceedings, Part II}, booktitle = {Artificial Neural Networks and Machine Learning - ICANN 2017 - 26th International Conference on Artificial Neural Networks, Alghero, Italy, September 11-14, 2017, Proceedings, Part II}, editor = {Lintas, Alessandra and Rovetta, Stefano and Verschure, Paul F. M. J. and Villa, Alessandro E. P.}, doi = {10.1007/978-3-319-68612-7_36}, pages = {313 -- 321}, language = {en} } @inproceedings{Schleif, author = {Schleif, Frank-Michael}, title = {Small sets of random Fourier features by kernelized Matrix LVQ}, series = {12th International Workshop on Self-Organizing Maps and Learning Vector Quantization, Clustering and Data Visualization, WSOM 2017, Nancy, France, June 28-30, 2017}, booktitle = {12th International Workshop on Self-Organizing Maps and Learning Vector Quantization, Clustering and Data Visualization, WSOM 2017, Nancy, France, June 28-30, 2017}, editor = {Lamirel, Jean-Charles and Cottrell, Marie and Olteanu, Madalina}, doi = {10.1109/WSOM.2017.8020026}, pages = {192 -- 196}, language = {en} } @article{OnetoNavarinSchleif, author = {Oneto, Luca and Navarin, Nicol{\`o} and Schleif, Frank-Michael}, title = {Advances in artificial neural networks, machine learning and computational intelligence}, series = {Neurocomputing}, volume = {507}, journal = {Neurocomputing}, doi = {10.1016/j.neucom.2022.08.001}, pages = {311 -- 314}, language = {en} } @inproceedings{HeusingerRaabSchleif, author = {Heusinger, Moritz and Raab, Christoph and Schleif, Frank-Michael}, title = {Analyzing Dynamic Social Media Data via Random Projection - A New Challenge for Stream Classifiers}, series = {2020 IEEE Conference on Evolving and Adaptive Intelligent Systems, EAIS 2020, Bari, Italy, May 27-29, 2020}, booktitle = {2020 IEEE Conference on Evolving and Adaptive Intelligent Systems, EAIS 2020, Bari, Italy, May 27-29, 2020}, doi = {10.1109/EAIS48028.2020.9122780}, pages = {1 -- 8}, language = {en} } @inproceedings{HeusingerSchleif, author = {Heusinger, Moritz and Schleif, Frank-Michael}, title = {Random Projection in supervised non-stationary environments}, series = {28th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2020, Bruges, Belgium, October 2-4, 2020}, booktitle = {28th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2020, Bruges, Belgium, October 2-4, 2020}, pages = {405 -- 410}, language = {en} } @article{RaabHeusingerSchleif, author = {Raab, Christoph and Heusinger, Moritz and Schleif, Frank-Michael}, title = {Reactive Soft Prototype Computing for Concept Drift Streams}, series = {Neurocomputing}, volume = {416}, journal = {Neurocomputing}, doi = {10.1016/j.neucom.2019.11.111}, pages = {340 -- 351}, language = {en} } @inproceedings{ZhuSchleifHammer, author = {Zhu, Xibin and Schleif, Frank-Michael and Hammer, Barbara}, title = {Secure Semi-supervised Vector Quantization for Dissimilarity Data}, series = {Advances in Computational Intelligence - 12th International Work-Conference on Artificial Neural Networks, IWANN 2013, Puerto de la Cruz, Tenerife, Spain, June 12-14, 2013, Proceedings, Part I}, booktitle = {Advances in Computational Intelligence - 12th International Work-Conference on Artificial Neural Networks, IWANN 2013, Puerto de la Cruz, Tenerife, Spain, June 12-14, 2013, Proceedings, Part I}, editor = {Rojas, Ignacio and Joya Caparr{\´o}s, Gonzalo and Cabestany, Joan}, doi = {10.1007/978-3-642-38679-4_34}, pages = {347 -- 356}, language = {en} } @inproceedings{SchleifZhuHammer, author = {Schleif, Frank-Michael and Zhu, Xibin and Hammer, Barbara}, title = {Soft Competitive Learning for Large Data Sets}, series = {New Trends in Databases and Information Systems, Workshop Proceedings of the 16th East European Conference, ADBIS 2012, Poznań, Poland, September 17-21, 2012}, volume = {185}, booktitle = {New Trends in Databases and Information Systems, Workshop Proceedings of the 16th East European Conference, ADBIS 2012, Poznań, Poland, September 17-21, 2012}, editor = {Pechenizkiy, Mykola and Wojciechowski, Marek}, doi = {10.1007/978-3-642-32518-2\_14}, pages = {141 -- 151}, language = {en} } @inproceedings{SchleifZhuHammer, author = {Schleif, Frank-Michael and Zhu, Xibin and Hammer, Barbara}, title = {Sparse Prototype Representation by Core Sets}, series = {Intelligent Data Engineering and Automated Learning - IDEAL 2013 - 14th International Conference, IDEAL 2013, Hefei, China, October 20-23, 2013. Proceedings}, booktitle = {Intelligent Data Engineering and Automated Learning - IDEAL 2013 - 14th International Conference, IDEAL 2013, Hefei, China, October 20-23, 2013. Proceedings}, editor = {Yin, Hujun and Tang, Ke and Gao, Yang and Klawonn, Frank and Lee, Minho and Weise, Thomas and Li, Bin and Yao, Xin}, doi = {10.1007/978-3-642-41278-3_37}, pages = {302 -- 309}, language = {en} } @inproceedings{ZhuSchleifHammer, author = {Zhu, Xibin and Schleif, Frank-Michael and Hammer, Barbara}, title = {Semi-Supervised Vector Quantization for proximity data}, series = {21st European Symposium on Artificial Neural Networks, ESANN 2013, Bruges, Belgium, April 24-26, 2013}, booktitle = {21st European Symposium on Artificial Neural Networks, ESANN 2013, Bruges, Belgium, April 24-26, 2013}, 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{SchleifZhuHammer, author = {Schleif, Frank-Michael and Zhu, Xibin and Hammer, Barbara}, title = {A Conformal Classifier for Dissimilarity Data}, series = {Artificial Intelligence Applications and Innovations - AIAI 2012 International Workshops: AIAB, AIeIA, CISE, COPA, IIVC, ISQL, MHDW, and WADTMB, Halkidiki, Greece, September 27-30, 2012, Proceedings, Part II}, booktitle = {Artificial Intelligence Applications and Innovations - AIAI 2012 International Workshops: AIAB, AIeIA, CISE, COPA, IIVC, ISQL, MHDW, and WADTMB, Halkidiki, Greece, September 27-30, 2012, Proceedings, Part II}, editor = {Iliadis, Lazaros S. and Maglogiannis, Ilias and Papadopoulos, Harris and Karatzas, Kostas D. and Sioutas, Spyros}, doi = {10.1007/978-3-642-33412-2_24}, pages = {234 -- 243}, language = {en} } @inproceedings{HammerMokbelSchleifetal., author = {Hammer, Barbara and Mokbel, Bassam and Schleif, Frank-Michael and Zhu, Xibin}, title = {White Box Classification of Dissimilarity Data}, series = {Hybrid Artificial Intelligent Systems - 7th International Conference, HAIS 2012, Salamanca, Spain, March 28-30th, 2012. Proceedings, Part I}, booktitle = {Hybrid Artificial Intelligent Systems - 7th International Conference, HAIS 2012, Salamanca, Spain, March 28-30th, 2012. Proceedings, Part I}, editor = {Corchado, Emilio and Sn{\´a}sel, V{\´a}clav and Abraham, Ajith and Wozniak, Michal and Gra{\~n}a, Manuel and Cho, Sung-Bae}, doi = {10.1007/978-3-642-28942-2_28}, pages = {309 -- 321}, language = {en} } @inproceedings{ZhuSchleifHammer, author = {Zhu, Xibin and Schleif, Frank-Michael and Hammer, Barbara}, title = {Patch Processing for Relational Learning Vector Quantization}, series = {Advances in Neural Networks - ISNN 2012 - 9th International Symposium on Neural Networks, Shenyang, China, July 11-14, 2012. Proceedings, Part I}, booktitle = {Advances in Neural Networks - ISNN 2012 - 9th International Symposium on Neural Networks, Shenyang, China, July 11-14, 2012. Proceedings, Part I}, editor = {Wang, Jun and Yen, Gary G. and Polycarpou, Marios M.}, doi = {10.1007/978-3-642-31346-2_7}, pages = {55 -- 63}, 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} } @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{Schleif, author = {Schleif, Frank-Michael}, title = {Discriminative Fast Soft Competitive Learning}, series = {Artificial Neural Networks and Machine Learning - ICANN 2014 - 24th International Conference on Artificial Neural Networks, Hamburg, Germany, September 15-19, 2014. Proceedings}, booktitle = {Artificial Neural Networks and Machine Learning - ICANN 2014 - 24th International Conference on Artificial Neural Networks, Hamburg, Germany, September 15-19, 2014. Proceedings}, editor = {Wermter, Stefan and Weber, Cornelius and Duch, Wlodzislaw and Honkela, Timo and Koprinkova-Hristova, Petia D. and Magg, Sven and Palm, G{\"u}nther and Villa, Alessandro E. P.}, doi = {10.1007/978-3-319-11179-7_11}, pages = {81 -- 88}, language = {en} } @inproceedings{MuenchHeiligVaethetal., author = {M{\"u}nch, Maximilian and Heilig, Simon and V{\"a}th, Philipp and Schleif, Frank-Michael}, title = {Scalable embedding of multiple perspectives for indefinite life-science data analysis}, series = {IEEE Symposium Series on Computational Intelligence, SSCI 2021, Orlando, FL, USA, December 5-7, 2021}, booktitle = {IEEE Symposium Series on Computational Intelligence, SSCI 2021, Orlando, FL, USA, December 5-7, 2021}, doi = {10.1109/SSCI50451.2021.9659914}, pages = {1 -- 8}, language = {en} } @article{ZhuSchleifHammer, author = {Zhu, Xibin and Schleif, Frank-Michael and Hammer, Barbara}, title = {Adaptive conformal semi-supervised vector quantization for dissimilarity data}, series = {Pattern Recognition Letters}, volume = {49}, journal = {Pattern Recognition Letters}, doi = {10.1016/j.patrec.2014.07.009}, pages = {138 -- 145}, language = {en} } @article{SchleifRaabTino, author = {Schleif, Frank-Michael and Raab, Christoph and Ti{\~n}o, Peter}, title = {Sparsification of core set models in non-metric supervised learning}, series = {Pattern Recognition Letters}, volume = {129}, journal = {Pattern Recognition Letters}, doi = {10.1016/j.patrec.2019.10.024}, pages = {1 -- 7}, language = {en} } @inproceedings{SchleifTinoLiang, author = {Schleif, Frank-Michael and Ti{\~n}o, Peter and Liang, Yingyu}, title = {Learning in indefinite proximity spaces - recent trends}, series = {24th European Symposium on Artificial Neural Networks, ESANN 2016, Bruges, Belgium, April 27-29, 2016}, booktitle = {24th European Symposium on Artificial Neural Networks, ESANN 2016, Bruges, Belgium, April 27-29, 2016}, language = {en} }