@inproceedings{StrickertKeilwagenSchleifetal., author = {Strickert, Marc and Keilwagen, Jens and Schleif, Frank-Michael and Villmann, Thomas and Biehl, Michael}, title = {Matrix Metric Adaptation for Improved Linear Discriminant Analysis of Biomedical Data}, series = {Bio-Inspired Systems: Computational and Ambient Intelligence, 10th International Work-Conference on Artificial Neural Networks, IWANN 2009, Salamanca, Spain, June 10-12, 2009. Proceedings, Part I}, booktitle = {Bio-Inspired Systems: Computational and Ambient Intelligence, 10th International Work-Conference on Artificial Neural Networks, IWANN 2009, Salamanca, Spain, June 10-12, 2009. Proceedings, Part I}, editor = {Cabestany, Joan and Sandoval Hern{\´a}ndez, Francisco and Prieto, Alberto and Corchado, Juan M.}, doi = {10.1007/978-3-642-02478-8_117}, pages = {933 -- 940}, language = {en} } @inproceedings{MuenchStraatBiehletal., author = {M{\"u}nch, Maximilian and Straat, Michiel and Biehl, Michael and Schleif, Frank-Michael}, title = {Complex-Valued Embeddings of Generic Proximity Data}, series = {Structural, Syntactic, and Statistical Pattern Recognition - Joint IAPR International Workshops, S+SSPR 2020, Padua, Italy, January 21-22, 2021, Proceedings}, booktitle = {Structural, Syntactic, and Statistical Pattern Recognition - Joint IAPR International Workshops, S+SSPR 2020, Padua, Italy, January 21-22, 2021, Proceedings}, editor = {Torsello, Andrea and Rossi, Luca and Pelillo, Marcello and Biggio, Battista and Robles-Kelly, Antonio}, doi = {10.1007/978-3-030-73973-7_2}, pages = {14 -- 23}, language = {en} } @inproceedings{MuenchRaabBiehletal., author = {M{\"u}nch, Maximilian and Raab, Christoph and Biehl, Michael and Schleif, Frank-Michael}, title = {Structure Preserving Encoding of Non-euclidean Similarity Data}, series = {Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods, ICPRAM 2020, Valletta, Malta, February 22-24, 2020}, booktitle = {Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods, ICPRAM 2020, Valletta, Malta, February 22-24, 2020}, editor = {De Marsico, Maria and Sanniti di Baja, Gabriella and Fred, Ana L. N.}, doi = {10.5220/0008955100430051}, pages = {43 -- 51}, language = {en} } @inproceedings{SchleifVillmannHammeretal., author = {Schleif, Frank-Michael and Villmann, Thomas and Hammer, Barbara and Schneider, Petra and Biehl, Michael}, title = {Generalized Derivative Based Kernelized Learning Vector Quantization}, series = {Intelligent Data Engineering and Automated Learning - IDEAL 2010, 11th International Conference, Paisley, UK, September 1-3, 2010. Proceedings}, booktitle = {Intelligent Data Engineering and Automated Learning - IDEAL 2010, 11th International Conference, Paisley, UK, September 1-3, 2010. Proceedings}, editor = {Fyfe, Colin and Ti{\~n}o, Peter and Charles, Darryl and Ignacio Garc{\i}́a-Osorio, C{\´e}sar and Yin, Hujun}, doi = {10.1007/978-3-642-15381-5_3}, pages = {21 -- 28}, language = {en} } @inproceedings{VillmannHaaseSchleifetal., author = {Villmann, Thomas and Haase, Sven and Schleif, Frank-Michael and Hammer, Barbara and Biehl, Michael}, title = {The Mathematics of Divergence Based Online Learning in Vector Quantization}, series = {Artificial Neural Networks in Pattern Recognition, 4th IAPR TC3 Workshop, ANNPR 2010, Cairo, Egypt, April 11-13, 2010. Proceedings}, booktitle = {Artificial Neural Networks in Pattern Recognition, 4th IAPR TC3 Workshop, ANNPR 2010, Cairo, Egypt, April 11-13, 2010. Proceedings}, editor = {Schwenker, Friedhelm and El Gayar, Neamat}, doi = {10.1007/978-3-642-12159-3_10}, pages = {108 -- 119}, language = {en} } @article{SchleifRiemerBoerneretal., author = {Schleif, Frank-Michael and Riemer, T. and B{\"o}rner, U. and Schnapka-Hille, L. and Cross, Michael}, title = {Genetic algorithm for shift-uncertainty correction in 1-D NMR-based metabolite identifications and quantifications}, series = {Bioinformatics}, volume = {27}, journal = {Bioinformatics}, number = {4}, doi = {10.1093/bioinformatics/btq661}, pages = {524 -- 533}, language = {en} } @article{MwebazeSchneiderSchleifetal., author = {Mwebaze, Ernest and Schneider, Petra and Schleif, Frank-Michael and Aduwo, Jennifer R. and Quinn, John A. and Haase, Sven and Villmann, Thomas and Biehl, Michael}, title = {Divergence-based classification in learning vector quantization}, series = {Neurocomputing}, volume = {74}, journal = {Neurocomputing}, number = {9}, doi = {10.1016/j.neucom.2010.10.016}, pages = {1429 -- 1435}, language = {en} } @inproceedings{SchneiderSchleifVillmannetal., author = {Schneider, Petra and Schleif, Frank-Michael and Villmann, Thomas and Biehl, Michael}, title = {Generalized matrix learning vector quantizer for the analysis of spectral data}, series = {16th European Symposium on Artificial Neural Networks, ESANN 2008, Bruges, Belgium, April 23-25, 2008, Proceedings}, booktitle = {16th European Symposium on Artificial Neural Networks, ESANN 2008, Bruges, Belgium, April 23-25, 2008, Proceedings}, pages = {451 -- 456}, language = {en} } @inproceedings{MwebazeSchneiderSchleifetal., author = {Mwebaze, Ernest and Schneider, Petra and Schleif, Frank-Michael and Haase, Sven and Villmann, Thomas and Biehl, Michael}, title = {Divergence based Learning Vector Quantization}, series = {18th European Symposium on Artificial Neural Networks, ESANN 2010, Bruges, Belgium, April 28-30, 2010, Proceedings}, booktitle = {18th European Symposium on Artificial Neural Networks, ESANN 2010, Bruges, Belgium, April 28-30, 2010, Proceedings}, language = {en} } @inproceedings{SchneiderGewenigerSchleifetal., author = {Schneider, Petra and Geweniger, Tina and Schleif, Frank-Michael and Biehl, Michael and Villmann, Thomas}, title = {Multivariate class labeling in Robust Soft LVQ}, series = {19th European Symposium on Artificial Neural Networks, ESANN 2011, Bruges, Belgium, April 27-29, 2011, Proceedings}, booktitle = {19th European Symposium on Artificial Neural Networks, ESANN 2011, Bruges, Belgium, April 27-29, 2011, Proceedings}, language = {en} } @article{SchleifBiehlVellido, author = {Schleif, Frank-Michael and Biehl, Michael and Vellido, Alfredo}, title = {Advances in machine learning and computational intelligence}, series = {Neurocomputing}, volume = {72}, journal = {Neurocomputing}, number = {7-9}, doi = {10.1016/j.neucom.2008.12.013}, pages = {1377 -- 1378}, language = {en} } @article{BiehlGhioSchleif, author = {Biehl, Michael and Ghio, Alessandro and Schleif, Frank-Michael}, title = {Developments in computational intelligence and machine learning}, series = {Neurocomputing}, volume = {169}, journal = {Neurocomputing}, doi = {10.1016/j.neucom.2015.03.062}, pages = {185 -- 186}, language = {en} } @article{SchleifHammerGonzalezMonroyetal., author = {Schleif, Frank-Michael and Hammer, Barbara and Gonzalez Monroy, Javier and Gonz{\´a}lez Jim{\´e}nez, Javier and Blanco-Claraco, Jos{\´e}-Luis and Biehl, Michael and Petkov, Nicolai}, title = {Odor recognition in robotics applications by discriminative time-series modeling}, series = {Pattern Analysis and Applications}, volume = {19}, journal = {Pattern Analysis and Applications}, number = {1}, doi = {10.1007/s10044-014-0442-2}, pages = {207 -- 220}, language = {en} } @inproceedings{BiehlBunteSchleifetal., author = {Biehl, Michael and Bunte, Kerstin and Schleif, Frank-Michael and Schneider, Petra and Villmann, Thomas}, title = {Large margin linear discriminative visualization by Matrix Relevance Learning}, 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.2012.6252627}, pages = {1 -- 8}, language = {en} } @article{BunteSchneiderHammeretal., author = {Bunte, Kerstin and Schneider, Petra and Hammer, Barbara and Schleif, Frank-Michael and Villmann, Thomas and Biehl, Michael}, title = {Limited Rank Matrix Learning, discriminative dimension reduction and visualization}, series = {Neural Networks}, volume = {26}, journal = {Neural Networks}, doi = {10.1016/j.neunet.2011.10.001}, pages = {159 -- 173}, language = {en} } @article{MuenchRaabBiehletal., author = {M{\"u}nch, Maximilian and Raab, Christoph and Biehl, Michael and Schleif, Frank-Michael}, title = {Data-Driven Supervised Learning for Life Science Data}, series = {Frontiers in Applied Mathematics and Statistics}, volume = {6}, journal = {Frontiers in Applied Mathematics and Statistics}, doi = {10.3389/fams.2020.553000}, pages = {553000 -- 553000}, language = {en} } @inproceedings{BunteSchleifBiehl, author = {Bunte, Kerstin and Schleif, Frank-Michael and Biehl, Michael}, title = {Adaptive learning for complex-valued data}, series = {20th European Symposium on Artificial Neural Networks, ESANN 2012, Bruges, Belgium, April 25-27, 2012}, booktitle = {20th European Symposium on Artificial Neural Networks, ESANN 2012, Bruges, Belgium, April 25-27, 2012}, language = {en} } @inproceedings{BiehlHammerSchleifetal., author = {Biehl, Michael and Hammer, Barbara and Schleif, Frank-Michael and Schneider, Petra and Villmann, Thomas}, title = {Stationarity of Matrix Relevance LVQ}, series = {2015 International Joint Conference on Neural Networks, IJCNN 2015, Killarney, Ireland, July 12-17, 2015}, booktitle = {2015 International Joint Conference on Neural Networks, IJCNN 2015, Killarney, Ireland, July 12-17, 2015}, doi = {10.1109/IJCNN.2015.7280441}, pages = {1 -- 8}, language = {en} } @article{MuenchStraatBiehletal., author = {M{\"u}nch, Maximilian and Straat, Michiel and Biehl, Michael and Schleif, Frank-Michael}, title = {Complex-valued embeddings of generic proximity data}, series = {CoRR}, volume = {abs/2008.13454}, journal = {CoRR}, language = {en} } @article{HartmannKnoppShandyetal., author = {Hartmann, J{\"u}rgen and Knopp, Kevin and Shandy, Amir and Winterstein, Achim and Arduini, Mariacarla and Hemberger, Frank and Vidi, Stephan and Manara, Jochen and M{\"u}ller, Michael}, title = {Thermophysikalische Charakterisierung von W{\"a}rmed{\"a}mmschichten}, series = {tm - Technisches Messen}, volume = {88}, journal = {tm - Technisches Messen}, number = {12}, publisher = {Oldenbourg Wissenschaftsverlag}, doi = {10.1515/teme-2021-0074}, abstract = {Die Effizienzsteigerung moderner Gasturbinen erfordert die stetige Anhebung der Betriebstemperatur. Die derzeitigen Brenngastemperaturen liegen mit {\"u}ber 1400 °C signifikant {\"u}ber der kritischen Temperatur der verwendeten Turbinenst{\"a}hle. Zur Gew{\"a}hrleistung der Betriebssicherheit werden die Turbinenschaufeln neben Aktivk{\"u}hlung durch Beschichtung mit thermischen Schutzschichten, sogenannten thermal barrier coatings (TBC), gesch{\"u}tzt. Da es sich bei den TBC um Keramikschichten handelt, ist f{\"u}r die Erh{\"o}hung der Haftfestigkeit das Aufbringen eines Haftvermittlers (Verbindungsschicht) notwendig. Da die Eigenschaften d{\"u}nner Schichten stark von den Eigenschaften des Bulkmaterials abweichen k{\"o}nnen und zudem von der Herstellungsmethode beeinflusst werden, ist eine Untersuchung der thermischen und infrarot-optischen Eigenschaften der tats{\"a}chlichen Schichtstrukturen unumg{\"a}nglich, insbesondere im Hochtemperaturbereich. Hierf{\"u}r wurden Proben des reinen Tr{\"a}gerstahls, des Tr{\"a}gerstahls mit Haftvermittlerschicht und des kompletten Schichtsystems aus Tr{\"a}gerstahl, Haftvermittlerschicht und W{\"a}rmed{\"a}mmschicht verschiedener Dicken hergestellt und mittels Laser-Flash-Methode untersucht. Die Auswertung erfolgte dabei analytisch, ausgehend von der Tr{\"a}gerstahl-Einschichtprobe, {\"u}ber die Zweischicht- und Dreischichtsysteme. Vervollst{\"a}ndigt wurden diese Untersuchungen durch infrarot-optische Charakterisierungen, mit denen sich die W{\"a}rmeausbreitung durch die Schichtsysteme beschreiben l{\"a}sst. Zusammen mit den Laser-Flash Messungen erlaubt dies eine sp{\"a}tere Quantifizierung der einzelnen, bei Keramiken auftretenden, W{\"a}rmetransportmechanismen.}, language = {de} } @inproceedings{HartmannKnoppLenskietal., author = {Hartmann, J{\"u}rgen and Knopp, Kevin and Lenski, Philipp and Ochs, Dennis and Z{\"a}nglein, Marc and Arduini, Mariacarla and Hemberger, Frank and Vidi, Stephan and Manara, Jochen and M{\"u}ller, Michael and M{\"o}ller, F.}, title = {Thermophysikalische Charakterisierung von W{\"a}rmed{\"a}mmschichten}, address = {Berlin}, language = {de} } @inproceedings{HartmannKnoppLenskietal., author = {Hartmann, J{\"u}rgen and Knopp, Kevin and Lenski, Philipp and Ochs, Dennis and Z{\"a}nglein, Marc and Stark, Thomas and Zipf, Matthias and Arduini, Mariacarla and Hemberger, Frank and Vidi, Stephan and Manara, Jochen and M{\"u}ller, Michael and M{\"o}ller, F.}, title = {Systematische thermophysikalische Charakterisierung von W{\"a}rmed{\"a}mmschichten}, address = {N{\"u}rnberg}, language = {de} } @misc{FrankGrundmannHerranzGraciaetal., author = {Frank, Michael and Grundmann, J{\"o}rn and Herranz Gracia, Mercedes and Nick, Wolfgang}, title = {Helical Winding with Increased Field Use (Patent)}, abstract = {Es wird ein Stator (3) f{\"u}r eine elektrische Wechselstrom-Maschine (1) mit einer magnetischen Polzahl p angegeben, - wobei der Stator (3) eine zentrale Achse A aufweist, - wobei der Stator (3) eine Statorwicklung (4) mit einer Mehrzahl von Leiterwindungen (13j) aufweist, welche jeweils zumindest in einem Teilabschnitt (l) bez{\"u}glich der zentralen Achse (A) helixartig verlaufen, - wobei die einzelnen Leiterwindungen (13j) zu insgesamt n elektrischen Str{\"a}ngen (u1, u2 bis w3, w4) gruppiert sind, dadurch gekennzeichnet, dass die Anzahl n der Str{\"a}nge gr{\"o}ßer als drei ist, insbesondere ein ganzzahliges Vielfaches von drei. Weiterhin wird eine elektrische Maschine (1) mit einem derartigen Stator (3) angegeben.}, language = {en} } @misc{FilipenkoFrankGleixneretal., author = {Filipenko, Mykhaylo and Frank, Michael and Gleixner, Thomas and Grundmann, J{\"o}rn and Herranz Gracia, Mercedes}, title = {Electrical Coil Arrangement Comprising Litz Wire Conductor Segments (Patent)}, abstract = {Es wird eine elektrische Spulenanordnung (21) umfassend wenigstens eine Leiterwindung (wi; wl, w2) mit zwei Leiterzweigen (23a, 23b) beschrieben, von denen der erste Leiterzweig (23a) bez{\"u}glich der vorgegebenen Stromflussrichtung als Hinleiter und der zweite Leiterzweig (23b) bez{\"u}glich dieser Stromflussrichtung als R{\"u}ckleiter ausgebildet ist. Dabei sind die einzelnen Leiterzweige (23a, 23b) als verpresste und mit einem geh{\"a}rteten F{\"u}llmittel (40) in eine stabile Form gebrachte Litzenleiter mit einer Vielzahl von elektrisch leitf{\"a}higen Einzeldr{\"a}hten (38) ausgebildet, wobei jeder einzelne Leiterzweig (23a, 23b) als separates, vorgefertigtes Leitersegment (27) gebildet ist, welches nachtr{\"a}glich in wenigstens einem Endbereich (17) elektrisch leitend mit einem anderen, zugeordneten Leiterzweig (23b, 23a) verbunden ist. Weiterhin werden eine elektrische Maschine (1) mit einer derartigen Spulenanordnung (21) und ein Verfahren zur Herstellung einer solchen Spulenanordnung (21) beschrieben.}, language = {en} } @misc{FrankGrundmannHerranzGraciaetal., author = {Frank, Michael and Grundmann, J{\"o}rn and Herranz Gracia, Mercedes and Nick, Wolfgang}, title = {Helical Winding with More Homogeneous Field Utilisation (Patent)}, abstract = {Helixartige Wicklung mit homogenerer Feldausnutzung Es wird ein Stator (3) f{\"u}r eine elektrische Wechselstrom- Maschine (1) mit einer magnetischen Polzahl p angegeben, - wobei der Stator (3) eine zentrale Achse A aufweist, - wobei der Stator (3) eine Statorwicklung (4) mit einer Mehrzahl von Leiterwindungen (13j) aufweist, - wobei die einzelnen Leiterwindungen (13j) zu insgesamt n elektrischen Str{\"a}ngen (u, v, w) gruppiert sind, - wobei die Leiterwindungen (13j) eines Stranges jeweils wenigstens einen ersten (23a) und einen zweiten Leiterzweig (23b) aufweisen, - wobei diese Leiterzweige (23a, 23b) auf dem {\"u}berwiegenden Teil (1) ihrer L{\"a}nge helixartig um die zentrale Achse (A) angeordnet sind - und wobei diese helixartig angeordneten Leiterzweige (23a, 23b) jeweils eine Gangh{\"o}he h aufweisen, die gr{\"o}ßer ist als das Produkt der axialen L{\"a}nge 1 der helixartigen Leiterzweige (13j) und der Polzahl p. Weiterhin wird eine elektrische Maschine (1) mit einem derartigen Stator (3) angegeben.}, language = {en} } @inproceedings{GrzegorzekDeinzerReinholdetal., author = {Grzegorzek, Marcin and Deinzer, Frank and Reinhold, Michael and Denzler, Joachim and Niemann, Heinrich}, title = {How Fusion of Multiple Views Can Improve Object Recognition in Real-World Environments}, series = {Proceedings of the Vision, Modeling, and Visualization Conference 2003}, booktitle = {Proceedings of the Vision, Modeling, and Visualization Conference 2003}, editor = {Ertl, T. and Girod, B. and Greiner, G. and Niemann, Heinrich and Seidl, H.-P. and Steinbach, E. and Westermann, R.}, isbn = {3-89838-048-3}, pages = {553 -- 560}, abstract = {In the past decades most object recognition systems were based on passive approaches. But in the last few years a lot of research was done in the field of active object recognition. In this context there are several unique problems to be solved. One of them is how to fuse a series of images that might differ in their viewpoints. In this paper we present a well-founded approach for the fusion of multiple views based on a recursive density propagation method. It uses particle filters for solving the fusion in a continuous pose space. Furthermore we will show by means of a statistical object recognition system how to integrate such systems into our fusion approach. The experimental result will show, how the fusion can improve classification rates substantial, es-pecially for difficult conditions like heterogeneous background within real world environments.}, language = {en} } @inproceedings{ZollhoeferSieglRiffelmacheretal., author = {Zollh{\"o}fer, Michael and Siegl, Christian and Riffelmacher, Bert and Vetter, Mark and Dreyer, Boris and Stamminger, Marc and Bauer, Frank}, title = {Low-Cost Real-Time 3D Reconstruction of Large-Scale Excavation Sites using an RGB-D Camera}, series = {GCH 2014 - Eurographics Workshop on Graphics and Cultural Heritage}, booktitle = {GCH 2014 - Eurographics Workshop on Graphics and Cultural Heritage}, editor = {Klein, Reinhard and Santos, Pedro}, publisher = {The Eurographics Association}, isbn = {978-3-905674-63-7}, doi = {10.2312/gch.20141298}, pages = {10}, language = {en} } @inproceedings{StrickertSchleifVillmannetal., author = {Strickert, M. and Schleif, Frank-Michael and Villmann, T. and Seiffert, U.}, title = {Derivatives of Pearson Correlation for Gradient based Analysis of Biomedical Data}, series = {Similarity based Clustering, LNCS}, booktitle = {Similarity based Clustering, LNCS}, language = {en} } @article{VillmannSchleifHammeretal., author = {Villmann, T. and Schleif, Frank-Michael and Hammer, B. and Kostrzewa, M.}, title = {Exploration of Mass-Spectrometric Data in Clinical Proteomics Using Learning Vector Quantization Methods}, series = {Briefings in Bioinformatics}, volume = {9}, journal = {Briefings in Bioinformatics}, number = {2}, pages = {129 -- 143}, language = {en} } @inproceedings{SchleifRiemerCrossetal., author = {Schleif, Frank-Michael and Riemer, T. and Cross, M. and Villmann, T.}, title = {Automatic Identification and Quantification of Metabolites in H-NMR Measurements}, series = {In Proceedings of the Workshop on Computational Systems Biology (WCSB) 2008}, booktitle = {In Proceedings of the Workshop on Computational Systems Biology (WCSB) 2008}, isbn = {978-952-15-1988-8}, pages = {165 -- 168}, language = {en} } @incollection{SchleifVillmannHammer, author = {Schleif, Frank-Michael and Villmann, T. and Hammer, B.}, title = {Pattern Recognition by Supervised Relevance Neural Gas and its Application to Spectral Data in Bioinformatics}, series = {Encyclopedia of Artificial Intelligence}, booktitle = {Encyclopedia of Artificial Intelligence}, isbn = {978-1-59904-849-9}, language = {en} } @article{SchleifVillmannHammer, author = {Schleif, Frank-Michael and Villmann, T. and Hammer, B.}, title = {Prototype based Fuzzy Classification in Clinical Proteomics}, series = {International Journal of Approximate Reasoning}, volume = {47}, journal = {International Journal of Approximate Reasoning}, number = {1}, pages = {4 -- 16}, language = {en} } @article{SchleifLindemannMaassetal., author = {Schleif, Frank-Michael and Lindemann, M. and Maass, P. and Diaz, M. and Decker, J. and Elssner, T. and Kuhn, M. and Thiele, H.}, title = {Support Vector Classification of Proteomic Profile Spectra based on Feature Extraction with the Bi-orthogonal Discrete Wavelet Transform}, series = {Computing and Visualization in Science}, volume = {12}, journal = {Computing and Visualization in Science}, pages = {189 -- 199}, language = {en} } @inproceedings{SimmuteitSchleifVillmann, author = {Simmuteit, S. and Schleif, Frank-Michael and Villmann, T.}, title = {Hierarchical evolving trees together with global and local learning for large data sets in MALDI imaging}, series = {Proceedings of WCSB 2010}, booktitle = {Proceedings of WCSB 2010}, pages = {103 -- 106}, language = {en} } @inproceedings{SchleifRiemerBoerneretal., author = {Schleif, Frank-Michael and Riemer, T. and Boerner, U. and Schnapka-Hille, L. and Cross, M.}, title = {Efficient identification and quantification of metabolites in 1-H NMR measurements by a novel data encoding approach}, series = {Proceedings of WCSB 2010}, booktitle = {Proceedings of WCSB 2010}, pages = {91 -- 94}, language = {en} } @inproceedings{SchleifSimmuteitVillmann, author = {Schleif, Frank-Michael and Simmuteit, S. and Villmann, T.}, title = {Hierarchical deconvolution of linear mixtures of high-dimensional mass spectra in micro-biology}, series = {Proceedings of AIA 2011}, booktitle = {Proceedings of AIA 2011}, doi = {http://dx.doi.org/10.2316/P.2011.717-011}, pages = {CD -- publication}, language = {en} } @inproceedings{SchleifHammerVillmann, author = {Schleif, Frank-Michael and Hammer, B. and Villmann, Th.}, title = {Supervised Neural Gas for Functional Data and its Application to the Analysis of Clinical Proteom Spectra}, series = {In Proceedings of the 9th International Work-Conference on Artificial Neural Networks (IWANN) 2007}, booktitle = {In Proceedings of the 9th International Work-Conference on Artificial Neural Networks (IWANN) 2007}, isbn = {978-3-540-73006-4}, pages = {1036 -- 1044}, language = {en} } @inproceedings{HasenfussHammerSchleifetal., author = {Hasenfuss, A. and Hammer, B. and Schleif, Frank-Michael and T. Villmann,}, title = {Neural gas clustering for sparse proximity data}, series = {In Proceedings of the 9th International Work-Conference on Artificial Neural Networks (IWANN) 2007}, booktitle = {In Proceedings of the 9th International Work-Conference on Artificial Neural Networks (IWANN) 2007}, isbn = {978-3-540-73006-4}, pages = {539 -- 546}, language = {en} } @inproceedings{DeiningerGerhardSchleif, author = {Deininger, S.-O. and Gerhard, M. and Schleif, Frank-Michael}, title = {Statistical Classification and Visualization of MALDI-Imaging Data}, series = {Proc. of CBMS 2007}, booktitle = {Proc. of CBMS 2007}, pages = {403 -- 405}, language = {en} } @inproceedings{Schleif, author = {Schleif, Frank-Michael}, title = {Prototypen basiertes maschinelles Lernen in der klinische Proteomik}, series = {Ausgezeichnete Informatikdissertationen 2006}, booktitle = {Ausgezeichnete Informatikdissertationen 2006}, isbn = {978-3-88579-411-0}, pages = {179 -- 188}, language = {en} } @inproceedings{VillmannSchleifHammeretal., author = {Villmann, T. and Schleif, Frank-Michael and Hammer, B. and Strickert, M. and Merenyi, E.}, title = {Class imaging of hyperspectral satellite remote sensing data using Fuzzy labeled Self Organizing Maps}, series = {Proc. of WSOM 2007}, booktitle = {Proc. of WSOM 2007}, isbn = {9783000224}, pages = {http://biecoll.ub.uni -- bielefeld.de//frontdoor.php?source_opus=128\&la=en}, language = {en} } @inproceedings{SchneiderBiehlSchleifetal., author = {Schneider, P. and Biehl, M. and Schleif, Frank-Michael and Hammer, B.}, title = {Advanced metric adaptation in General LVQ for classification of mass spectrometry data}, series = {Proc. of WSOM 2007}, booktitle = {Proc. of WSOM 2007}, isbn = {9783000224}, pages = {http://biecoll.ub.uni -- bielefeld.de//frontdoor.php?source_opus=125\&la=en}, language = {en} } @inproceedings{StrickertSchleifSeiffert, author = {Strickert, M. and Schleif, Frank-Michael and Seiffert, U.}, title = {Gradients of Pearson Correlation for Analysis of Biomedical Data}, series = {Proc. of ASAI 2007}, booktitle = {Proc. of ASAI 2007}, isbn = {18502784}, pages = {139 -- 150}, language = {en} } @inproceedings{StrickertSchleif, author = {Strickert, M. and Schleif, Frank-Michael}, title = {Supervised Attribute Relevance Determination for Protein Identification in Stress Experiments}, series = {Proc. of MLSB 2007}, booktitle = {Proc. of MLSB 2007}, pages = {81 -- 86}, language = {en} } @inproceedings{VillmannSchleifWerffetal., author = {Villmann, T. and Schleif, Frank-Michael and Werff, M. v.d. and Deelder, A. and Tollenaar, R.}, title = {Associative learning in SOMs for Fuzzy-Classification}, series = {Proc. of ICMLA 2007}, booktitle = {Proc. of ICMLA 2007}, isbn = {0-7695-3069-9}, pages = {581 -- 586}, language = {en} } @article{Schleif, author = {Schleif, Frank-Michael}, title = {Maschinelles Lernen mit Prototypmethoden in der klinischen Proteomik}, series = {K{\"u}nstliche Intelligenz (KI)}, volume = {4/07}, journal = {K{\"u}nstliche Intelligenz (KI)}, isbn = {0933-1875}, pages = {65 -- 67}, language = {en} } @misc{Schleif, type = {Master Thesis}, author = {Schleif, Frank-Michael}, title = {Momentbasierte Methoden zur Schriftzeichenerkennung}, language = {en} } @inproceedings{VillmannSchleifHammer, author = {Villmann, Th. and Schleif, Frank-Michael and Hammer, B.}, title = {Supervised Neural Gas and Relevance Learning in Learning Vector Quantisation}, series = {In Proceedings of the 4th Workshop on Self Organizing Maps (WSOM) 2003}, booktitle = {In Proceedings of the 4th Workshop on Self Organizing Maps (WSOM) 2003}, editor = {Yamakawa, Takeshi}, pages = {47 -- 52}, language = {en} } @inproceedings{GruhnHuelderIjouietal., author = {Gruhn, V. and H{\"u}lder, M. and Ijoui, R. and Schleif, Frank-Michael}, title = {A distributed logistic support communication system}, series = {In Proceedings of ISD 2003 - Constructing the Infrastructure for the Knowledge Economy - Methods and Tools, Theory and Practice}, booktitle = {In Proceedings of ISD 2003 - Constructing the Infrastructure for the Knowledge Economy - Methods and Tools, Theory and Practice}, editor = {Linger, H. and Fisher, J. and Wojtkowski, W.G. and Zupancic, J. and Vigo, K. and Arnold, J.}, pages = {705 -- 713}, language = {en} } @article{DoerflerSimmelSchleifetal., author = {D{\"o}rfler, T. and Simmel, A. and Schleif, Frank-Michael and Sommerfeld, E.}, title = {Working memory load and EEG coherence}, series = {Brain Topography}, volume = {15}, journal = {Brain Topography}, number = {4}, isbn = {ISSN 0896-0267}, pages = {269 -- 269}, language = {en} } @article{KoehlerBuchtaFMetal., author = {K{\"o}hler, M. and Buchta, K. and F.-M., and Schleif, Frank-Michael and Sommerfeld, E.}, title = {A mission for the EEG coherence analysis: Is the task complex or difficult?}, series = {Brain Topography}, volume = {15}, journal = {Brain Topography}, number = {4}, isbn = {ISSN 0896-0267}, pages = {271 -- 271}, language = {en} } @inproceedings{VillmannHammerSchleif, author = {Villmann, T. and Hammer, B. and Schleif, Frank-Michael}, title = {Metrik Adaptation for Optimal Feature Classification in Learning Vector Quantization Applied to Environment Detection}, series = {In Proceedings of Selbstorganisation Von Adaptivem Verfahren (SOAVE'2004)}, booktitle = {In Proceedings of Selbstorganisation Von Adaptivem Verfahren (SOAVE'2004)}, isbn = {3-18-374310-8}, pages = {592 -- 597}, language = {en} } @inproceedings{VillmannHammerSchleifetal., author = {Villmann, Th. and Hammer, B. and Schleif, Frank-Michael and Geweniger, T.}, title = {Fuzzy Labeled Neural GAS for Fuzzy Classification}, series = {Proceedings of the 5th Workshop on Self-Organizing Maps (WSOM) 2005}, booktitle = {Proceedings of the 5th Workshop on Self-Organizing Maps (WSOM) 2005}, editor = {Cottrell, Marie}, pages = {283 -- 290}, language = {en} } @inproceedings{HammerHasenfussSchleifetal., author = {Hammer, B. and Hasenfuss, A. and Schleif, Frank-Michael and Villmann, T.}, title = {Supervised median clustering}, series = {Proc. of ANNIE 2006}, booktitle = {Proc. of ANNIE 2006}, isbn = {0-7918-0256-6}, pages = {623 -- 632}, language = {en} } @inproceedings{SchleifElssnerKostrzewaetal., author = {Schleif, Frank-Michael and Elssner, T. and Kostrzewa, M. and Villmann, T. and Hammer, B.}, title = {Machine Learning and Soft-Computing in Bioinformatics - A Short Journey}, series = {Proc. of FLINS 2006}, booktitle = {Proc. of FLINS 2006}, isbn = {981-256-690-2}, pages = {541 -- 548}, language = {en} } @article{SchleifHammerVillmann, author = {Schleif, Frank-Michael and Hammer, B. and Villmann, Th.}, title = {Margin based Active Learning for LVQ Networks}, series = {Neurocomputing}, volume = {70}, journal = {Neurocomputing}, number = {7-9}, pages = {1215 -- 1224}, language = {en} } @inproceedings{Schleif, author = {Schleif, Frank-Michael}, title = {Sparse Kernel Vector Quantization with Local Dependencies}, series = {Proceedings of IJCNN 2011}, booktitle = {Proceedings of IJCNN 2011}, isbn = {978-1-4244-9635-8}, pages = {1538 -- 1545}, language = {en} } @article{StrickertBunteSchleifetal., author = {Strickert, M. and Bunte, Kerstin and Schleif, Frank-Michael and Huellermeier, E.}, title = {Correlation-based Neighbor Embedding}, series = {NeuroComputing}, volume = {141}, journal = {NeuroComputing}, pages = {97 -- 109}, language = {en} } @inproceedings{BiehlHammerSchleifetal., author = {Biehl, M. and Hammer, B. and Schleif, Frank-Michael and Schneider, P. and Villmann, T.}, title = {Stationarity of Matrix Relevance LVQ}, series = {Proceedings of IJCNN 2015}, booktitle = {Proceedings of IJCNN 2015}, pages = {1 -- 8}, language = {en} } @techreport{HammerSchleifVillmann, author = {Hammer, B. and Schleif, Frank-Michael and Villmann, Th.}, title = {On the Generalization Ability of Prototype-Based Classifiers with Local Relevance Determination}, number = {Technical Reports University of Clausthal IfI-05-14}, language = {en} } @techreport{HammerHasenfussSchleifetal., author = {Hammer, B. and Hasenfuss, A. and Schleif, Frank-Michael and Villmann, Th.}, title = {Supervised Median Clustering}, number = {Technical Reports University of Clausthal IfI-09-06}, language = {en} } @techreport{SchleifHasenfussHammer, author = {Schleif, Frank-Michael and Hasenfuss, A. and Hammer, B.}, title = {Aggregation of multiple peak lists by use of an improved neural gas network}, number = {MLR-02-2007, Machine Learning Reports, ISSN:1865-3960 http://www.uni-leipzig.de/\$\tilde{ }\$compint/mlr/mlr_02_2007.pdf}, language = {en} } @techreport{Schleif, author = {Schleif, Frank-Michael}, title = {Preprocessing of Nuclear Magnetic Resonance Spectrometry Data}, number = {MLR-01-2007, Machine Learning Reports, ISSN:1865-3960 http://www.uni-leipzig.de/\$\tilde{ }\$compint/mlr/mlr_01_2007.pdf}, language = {en} } @techreport{BunteSchneiderHammeretal., author = {Bunte, K. and Schneider, P. and Hammer, B. and Schleif, Frank-Michael and Villmann, T. and Biehl, M.}, title = {Discriminative Visualization by Limited Rank Matrix Learning}, number = {MLR-03-2008, Machine Learning Reports, ISSN:1865-3960 http://www.uni-leipzig.de/\$\tilde{ }\$compint/mlr/mlr_03_2008.pdf}, language = {en} } @techreport{SchleifRiemerBoerneretal., author = {Schleif, Frank-Michael and Riemer, T. and Boerner, U. and Cross, M.}, title = {Extended Targeted Profiling to Identify and Quantify Metabolites in 1-H NMR measurements}, series = {Proc. of ICOLE 2009, IfI-05-14}, journal = {Proc. of ICOLE 2009, IfI-05-14}, pages = {to appear -- to appear}, language = {en} } @techreport{SimmuteitSimmuteitSchleifetal., author = {Simmuteit, S. and Simmuteit, J. and Schleif, Frank-Michael and Villmann, T.}, title = {Deconvolution and Identification of Mass Spectra from mixed and pure colonies of bacteria}, series = {Proc. of ICOLE 2009, IfI-05-14}, journal = {Proc. of ICOLE 2009, IfI-05-14}, pages = {to appear -- to appear}, language = {en} } @techreport{BiehlHammerSchleifetal., author = {Biehl, M. and Hammer, B. and Schleif, Frank-Michael and Schneider, P. and Villmann, T.}, title = {Stationarity of Matrix Relevance Learning Vector Quantization}, number = {MLR-01-2009, Machine Learning Reports, ISSN:1865-3960 http://www.uni-leipzig.de/\$\tilde{ }\$compint/mlr/mlr_01_2009.pdf}, language = {en} } @techreport{SchleifGisbrecht, author = {Schleif, Frank-Michael and Gisbrecht, A.}, title = {Data analysis of (non-)metric (dis-)similarities at linear costs}, number = {MLR-04-2012, Machine Learning Reports, ISSN:1865-3960 http://www.uni-leipzig.de/\$\tilde{ }\$compint/mlr/mlr_04_2012.pdf}, language = {en} } @techreport{Schleif, author = {Schleif, Frank-Michael}, title = {Large scale Nystroem approximation for non-metric similarity and dissimilarity data}, number = {MLR-03-2013, Machine Learning Reports, ISSN:1865-3960 http://www.uni-leipzig.de/\$\tilde{ }\$compint/mlr/mlr_03_2013.pdf}, language = {en} } @techreport{SchleifVillmann, author = {Schleif, Frank-Michael and Villmann, T.}, title = {Analysis of temporal Kinect motion capturing data}, number = {MLR-05-2013, Machine Learning Reports, ISSN:1865-3960 http://www.uni-leipzig.de/\$\tilde{ }\$compint/mlr/mlr_05_2013.pdf}, language = {en} } @techreport{Schleif, author = {Schleif, Frank-Michael}, title = {Large scale Nystr{\"o}m approximation for non-metric similarity and dissimilarity data}, number = {MLR-03-2013, Machine Learning Reports, ISSN:1865-3960 http://www.uni-leipzig.de/\$\tilde{ }\$compint/mlr/mlr_03_2013.pdf}, language = {en} } @article{GisbrechtSchleif, author = {Gisbrecht, Andrej and Schleif, Frank-Michael}, title = {Metric and non-metric proximity transformations at linear costs}, series = {CoRR}, volume = {abs/1411.1646}, journal = {CoRR}, language = {en} } @article{Schleif, author = {Schleif, Frank-Michael}, title = {OCR mit statistischen Momenten}, series = {Gaotenblatt}, journal = {Gaotenblatt}, isbn = {1619-0114}, pages = {15 -- 17}, language = {en} } @article{SchleifStamer, author = {Schleif, Frank-Michael and Stamer, H.}, title = {LaTeX im studentischen Alltag}, series = {Gaotenblatt}, journal = {Gaotenblatt}, isbn = {1619-0114}, pages = {3 -- 10}, language = {en} } @inproceedings{SimmelDoerflerSchleifetal., author = {Simmel, A. and D{\"o}rfler, T. and Schleif, Frank-Michael and Sommerfeld, E.}, title = {An analysis of connections between internal and external learning process indicators using EEG coherence analysis}, series = {In Proceedings of the 17th Meeting of the International Society for Psychophysics}, booktitle = {In Proceedings of the 17th Meeting of the International Society for Psychophysics}, pages = {602 -- 607}, language = {en} } @inproceedings{DoerflerSimmelSchleifetal., author = {D{\"o}rfler, T. and Simmel, A. and Schleif, Frank-Michael and Sommerfeld, E.}, title = {Complexity - dependent synchronization of brain subsystems during memorization}, series = {In Proceedings of the 17th Meeting of the International Society for Psychophysics}, booktitle = {In Proceedings of the 17th Meeting of the International Society for Psychophysics}, pages = {343 -- 348}, language = {en} } @inproceedings{KoehlerBuchtaFMetal., author = {K{\"o}hler, M. and Buchta, K. and F.-M., and Schleif, Frank-Michael and Sommerfeld, E.}, title = {Complexity and difficulty in memory based comparison}, series = {In Proceedings of the 18th Meeting of the International Society for Psychophysics}, booktitle = {In Proceedings of the 18th Meeting of the International Society for Psychophysics}, pages = {433 -- 439}, language = {en} } @article{Schleif, author = {Schleif, Frank-Michael}, title = {Plugins mit wxWidgets}, series = {Offene Systeme}, volume = {01/05}, journal = {Offene Systeme}, isbn = {1619-0114}, pages = {5 -- 10}, language = {en} } @inproceedings{SimmuteitSchleifVillmannetal., author = {Simmuteit, Stephan and Schleif, Frank-Michael and Villmann, Thomas and Elssner, Thomas}, title = {Tanimoto Metric in Tree-SOM for Improved Representation of Mass Spectrometry Data with an Underlying Taxonomic Structure}, series = {International Conference on Machine Learning and Applications, ICMLA 2009, Miami Beach, Florida, USA, December 13-15, 2009}, booktitle = {International Conference on Machine Learning and Applications, ICMLA 2009, Miami Beach, Florida, USA, December 13-15, 2009}, editor = {Arif Wani, M. and Kantardzic, Mehmed M. and Palade, Vasile and Kurgan, Lukasz A. and (Alan) Qi, Yuan}, doi = {10.1109/ICMLA.2009.111}, pages = {563 -- 567}, language = {en} } @inproceedings{SchleifVillmannHammer, author = {Schleif, Frank-Michael and Villmann, Thomas and Hammer, Barbara}, title = {Local Metric Adaptation for Soft Nearest Prototype Classification to Classify Proteomic Data}, series = {Fuzzy Logic and Applications, 6th International Workshop, WILF 2005, Crema, Italy, September 15-17, 2005, Revised Selected Papers}, volume = {3849}, booktitle = {Fuzzy Logic and Applications, 6th International Workshop, WILF 2005, Crema, Italy, September 15-17, 2005, Revised Selected Papers}, editor = {Bloch, Isabelle and Petrosino, Alfredo and Tettamanzi, Andrea}, doi = {10.1007/11676935_36}, pages = {290 -- 296}, language = {en} } @inproceedings{GewenigerSchleifVillmann, author = {Geweniger, Tina and Schleif, Frank-Michael and Villmann, Thomas}, title = {Probabilistic Prototype Classification Using t-norms}, series = {Advances in Self-Organizing Maps and Learning Vector Quantization - Proceedings of the 10th International Workshop, WSOM 2014, Mittweida, Germany, July, 2-4, 2014}, booktitle = {Advances in Self-Organizing Maps and Learning Vector Quantization - Proceedings of the 10th International Workshop, WSOM 2014, Mittweida, Germany, July, 2-4, 2014}, editor = {Villmann, Thomas and Schleif, Frank-Michael and Kaden, Marika and Lange, Mandy}, doi = {10.1007/978-3-319-07695-9_9}, pages = {99 -- 108}, language = {en} } @inproceedings{SchleifElssnerKostrzewaetal., author = {Schleif, Frank-Michael and Elssner, Thomas and Kostrzewa, Markus and Villmann, Thomas and Hammer, Barbara}, title = {Analysis and Visualization of Proteomic Data by Fuzzy Labeled Self-Organizing Maps}, series = {19th IEEE International Symposium on Computer-Based Medical Systems (CBMS 2006), 22-23 June 2006, Salt Lake City, Utah, USA}, booktitle = {19th IEEE International Symposium on Computer-Based Medical Systems (CBMS 2006), 22-23 June 2006, Salt Lake City, Utah, USA}, doi = {10.1109/CBMS.2006.44}, pages = {919 -- 924}, language = {en} } @inproceedings{SchleifVillmannZhu, author = {Schleif, Frank-Michael and Villmann, Thomas and Zhu, Xibin}, title = {High Dimensional Matrix Relevance Learning}, series = {2014 IEEE International Conference on Data Mining Workshops, ICDM Workshops 2014, Shenzhen, China, December 14, 2014}, booktitle = {2014 IEEE International Conference on Data Mining Workshops, ICDM Workshops 2014, Shenzhen, China, December 14, 2014}, editor = {Zhou, Zhi-Hua and Wang, Wei and Kumar, Ravi and Toivonen, Hannu and Pei, Jian and Zhexue Huang, Joshua and Wu, Xindong}, doi = {10.1109/ICDMW.2014.15}, pages = {661 -- 667}, language = {en} } @inproceedings{SchleifTinoVillmann, author = {Schleif, Frank-Michael and Ti{\~n}o, Peter and Villmann, Thomas}, title = {Recent trends in learning of structured and non-standard data}, series = {22th European Symposium on Artificial Neural Networks, ESANN 2014, Bruges, Belgium, April 23-25, 2014}, booktitle = {22th European Symposium on Artificial Neural Networks, ESANN 2014, Bruges, Belgium, April 23-25, 2014}, language = {en} } @inproceedings{VillmannSchleifvanderWerffetal., author = {Villmann, Thomas and Schleif, Frank-Michael and van der Werff, Martijn and Deelder, Andr{\´e} M. and Tollenaar, Rob A. E. M.}, title = {Association Learning in SOMs for Fuzzy-Classification}, series = {The Sixth International Conference on Machine Learning and Applications, ICMLA 2007, Cincinnati, Ohio, USA, 13-15 December 2007}, booktitle = {The Sixth International Conference on Machine Learning and Applications, ICMLA 2007, Cincinnati, Ohio, USA, 13-15 December 2007}, editor = {Arif Wani, M. and Kantardzic, Mehmed M. and Li, Tao and Liu, Ying and Kurgan, Lukasz A. and Ye, Jieping and Ogihara, Mitsunori and Sagiroglu, Seref and Chen, Xue-wen and Peterson, Leif E. and Hafeez, Khalid}, doi = {10.1109/ICMLA.2007.29}, pages = {581 -- 586}, language = {en} } @inproceedings{SchleifVillmannHammer, author = {Schleif, Frank-Michael and Villmann, Thomas and Hammer, Barbara}, title = {Supervised Neural Gas for Classification of Functional Data and Its Application to the Analysis of Clinical Proteom Spectra}, series = {Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebasti{\´a}n, Spain, June 20-22, 2007, Proceedings}, booktitle = {Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebasti{\´a}n, Spain, June 20-22, 2007, Proceedings}, editor = {Sandoval Hern{\´a}ndez, Francisco and Prieto, Alberto and Cabestany, Joan and Gra{\~n}a, Manuel}, doi = {10.1007/978-3-540-73007-1_125}, pages = {1036 -- 1044}, language = {en} } @inproceedings{HasenfussHammerSchleifetal., author = {Hasenfuss, Alexander and Hammer, Barbara and Schleif, Frank-Michael and Villmann, Thomas}, title = {Neural Gas Clustering for Dissimilarity Data with Continuous Prototypes}, series = {Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebasti{\´a}n, Spain, June 20-22, 2007, Proceedings}, booktitle = {Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebasti{\´a}n, Spain, June 20-22, 2007, Proceedings}, editor = {Sandoval Hern{\´a}ndez, Francisco and Prieto, Alberto and Cabestany, Joan and Gra{\~n}a, Manuel}, doi = {10.1007/978-3-540-73007-1_66}, pages = {539 -- 546}, language = {en} } @inproceedings{VillmannSchleifMerenyietal., author = {Villmann, Thomas and Schleif, Frank-Michael and Mer{\´e}nyi, Erzs{\´e}bet and Hammer, Barbara}, title = {Fuzzy Labeled Self-Organizing Map for Classification of Spectra}, series = {Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebasti{\´a}n, Spain, June 20-22, 2007, Proceedings}, booktitle = {Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebasti{\´a}n, Spain, June 20-22, 2007, Proceedings}, editor = {Sandoval Hern{\´a}ndez, Francisco and Prieto, Alberto and Cabestany, Joan and Gra{\~n}a, Manuel}, doi = {10.1007/978-3-540-73007-1_68}, pages = {556 -- 563}, language = {en} } @inproceedings{SchleifClaussVillmannetal., author = {Schleif, Frank-Michael and Clauss, U. and Villmann, Thomas and Hammer, Barbara}, title = {Supervised relevance neural gas and unified maximum separability analysis for classification of mass spectrometric data}, series = {Proceedings of the 2004 International Conference on Machine Learning and Applications - ICMLA 2004, 16-18 December 2004, Louisville, KY, USA}, booktitle = {Proceedings of the 2004 International Conference on Machine Learning and Applications - ICMLA 2004, 16-18 December 2004, Louisville, KY, USA}, editor = {Kantardzic, Mehmed M. and Milanova, Mariofanna G. and Nasraoui, Olfa}, doi = {10.1109/ICMLA.2004.1383538}, pages = {374 -- 379}, language = {en} } @inproceedings{SchleifVillmannHammer, author = {Schleif, Frank-Michael and Villmann, Thomas and Hammer, Barbara}, title = {Analysis of Proteomic Spectral Data by Multi Resolution Analysis and Self-Organizing Maps}, series = {Applications of Fuzzy Sets Theory, 7th International Workshop on Fuzzy Logic and Applications, WILF 2007, Camogli, Italy, July 7-10, 2007, Proceedings}, booktitle = {Applications of Fuzzy Sets Theory, 7th International Workshop on Fuzzy Logic and Applications, WILF 2007, Camogli, Italy, July 7-10, 2007, Proceedings}, editor = {Masulli, Francesco and Mitra, Sushmita and Pasi, Gabriella}, doi = {10.1007/978-3-540-73400-0_72}, pages = {563 -- 570}, language = {en} } @inproceedings{HammerHasenfussSchleifetal., author = {Hammer, Barbara and Hasenfuss, Alexander and Schleif, Frank-Michael and Villmann, Thomas and Strickert, Marc and Seiffert, Udo}, title = {Intuitive Clustering of Biological Data}, series = {Proceedings of the International Joint Conference on Neural Networks, IJCNN 2007, Celebrating 20 years of neural networks, Orlando, Florida, USA, August 12-17, 2007}, booktitle = {Proceedings of the International Joint Conference on Neural Networks, IJCNN 2007, Celebrating 20 years of neural networks, Orlando, Florida, USA, August 12-17, 2007}, doi = {10.1109/IJCNN.2007.4371244}, pages = {1877 -- 1882}, language = {en} } @inproceedings{VillmannStrickertBruessetal., author = {Villmann, Thomas and Strickert, Marc and Br{\"u}ß, Cornelia and Schleif, Frank-Michael and Seiffert, Udo}, title = {Visualization of Fuzzy Information in Fuzzy-Classification for Image Segmentation using MDS}, series = {15th European Symposium on Artificial Neural Networks, ESANN 2007, Bruges, Belgium, April 25-27, 2007, Proceedings}, booktitle = {15th European Symposium on Artificial Neural Networks, ESANN 2007, Bruges, Belgium, April 25-27, 2007, Proceedings}, pages = {103 -- 108}, language = {en} } @article{VillmannSchleifHammer, author = {Villmann, Thomas and Schleif, Frank-Michael and Hammer, Barbara}, title = {Prototype-based fuzzy classification with local relevance for proteomics}, series = {Neurocomputing}, volume = {69}, journal = {Neurocomputing}, number = {16-18}, doi = {10.1016/j.neucom.2006.02.003}, pages = {2425 -- 2428}, language = {en} } @article{StrickertSchleifVillmannetal., author = {Strickert, Marc and Schleif, Frank-Michael and Villmann, Thomas and Seiffert, Udo}, title = {Unleashing Pearson Correlation for Faithful Analysis of Biomedical Data}, series = {Similarity-Based Clustering, Recent Developments and Biomedical Applications [outcome of a Dagstuhl Seminar]}, journal = {Similarity-Based Clustering, Recent Developments and Biomedical Applications [outcome of a Dagstuhl Seminar]}, editor = {Biehl, Michael and Hammer, Barbara and Verleysen, Michel and Villmann, Thomas}, doi = {10.1007/978-3-642-01805-3_5}, pages = {70 -- 91}, language = {en} } @inproceedings{SimmuteitSchleifVillmannetal., author = {Simmuteit, Stephan and Schleif, Frank-Michael and Villmann, Thomas and Kostrzewa, Markus}, title = {Hierarchical PCA Using Tree-SOM for the Identification of Bacteria}, series = {Advances in Self-Organizing Maps, 7th International Workshop, WSOM 2009, St. Augustine, FL, USA, June 8-10, 2009. Proceedings}, booktitle = {Advances in Self-Organizing Maps, 7th International Workshop, WSOM 2009, St. Augustine, FL, USA, June 8-10, 2009. Proceedings}, editor = {Carlos Pr{\i}́ncipe, Jos{\´e} and Miikkulainen, Risto}, doi = {10.1007/978-3-642-02397-2_31}, pages = {272 -- 280}, language = {en} } @inproceedings{VillmannSchleif, author = {Villmann, Thomas and Schleif, Frank-Michael}, title = {Functional vector quantization by neural maps}, series = {First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, WHISPERS 2009, Grenoble, France, August 26-28, 2009}, booktitle = {First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, WHISPERS 2009, Grenoble, France, August 26-28, 2009}, doi = {10.1109/WHISPERS.2009.5289064}, pages = {1 -- 4}, language = {en} } @article{SchleifVillmannOngyerth, author = {Schleif, Frank-Michael and Villmann, Thomas and Ongyerth, Matthias}, title = {Supervised data analysis and reliability estimation with exemplary application for spectral data}, series = {Neurocomputing}, volume = {72}, journal = {Neurocomputing}, number = {16-18}, doi = {10.1016/j.neucom.2008.12.040}, pages = {3590 -- 3601}, language = {en} } @inproceedings{SchleifVillmann, author = {Schleif, Frank-Michael and Villmann, Thomas}, title = {Neural Maps and Learning Vector Quantization - Theory and Applications}, series = {17th European Symposium on Artificial Neural Networks, ESANN 2009, Bruges, Belgium, April 22-24, 2009, Proceedings}, booktitle = {17th European Symposium on Artificial Neural Networks, ESANN 2009, Bruges, Belgium, April 22-24, 2009, Proceedings}, language = {en} } @inproceedings{KoepingMuehsamOfenbergetal., author = {K{\"o}ping, Lukas and M{\"u}hsam, Thomas and Ofenberg, Christian and Czech, Bernhard and Bernard, Michael and Schmer, Jens and Deinzer, Frank}, title = {Indoor Naviagtion Using Step and Turn Detection Together With Floor Map Information}, series = {Proceedings of the 1st International Workshop on Uncertainty in Ambient Intelligence}, booktitle = {Proceedings of the 1st International Workshop on Uncertainty in Ambient Intelligence}, language = {en} } @inproceedings{HeusingerSchleif, author = {Heusinger, Moritz and Schleif, Frank-Michael}, title = {Random Projection in the Presence of Concept Drift in Supervised Environments}, series = {Artificial Intelligence and Soft Computing - 19th International Conference, ICAISC 2020, Zakopane, Poland, October 12-14, 2020, Proceedings, Part I}, booktitle = {Artificial Intelligence and Soft Computing - 19th International Conference, ICAISC 2020, Zakopane, Poland, October 12-14, 2020, Proceedings, Part I}, editor = {Rutkowski, Leszek and Scherer, Rafal and Korytkowski, Marcin and Pedrycz, Witold and Tadeusiewicz, Ryszard and Zurada, Jacek M.}, doi = {10.1007/978-3-030-61401-0_48}, pages = {514 -- 524}, language = {en} }