TY - CHAP A1 - Strickert, M. A1 - Schleif, Frank-Michael A1 - Villmann, T. A1 - Seiffert, U. T1 - Derivatives of Pearson Correlation for Gradient based Analysis of Biomedical Data T2 - Similarity based Clustering, LNCS Y1 - 2007 ER - TY - JOUR A1 - Villmann, T. A1 - Schleif, Frank-Michael A1 - Hammer, B. A1 - Kostrzewa, M. T1 - Exploration of Mass-Spectrometric Data in Clinical Proteomics Using Learning Vector Quantization Methods JF - Briefings in Bioinformatics Y1 - 2008 VL - 9 IS - 2 SP - 129 EP - 143 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Riemer, T. A1 - Cross, M. A1 - Villmann, T. T1 - Automatic Identification and Quantification of Metabolites in H-NMR Measurements T2 - In Proceedings of the Workshop on Computational Systems Biology (WCSB) 2008 Y1 - 2008 SN - 978-952-15-1988-8 SP - 165 EP - 168 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Villmann, T. A1 - Hammer, B. T1 - Pattern Recognition by Supervised Relevance Neural Gas and its Application to Spectral Data in Bioinformatics T2 - Encyclopedia of Artificial Intelligence Y1 - 2008 SN - 978-1-59904-849-9 ER - TY - JOUR A1 - Schleif, Frank-Michael A1 - Villmann, T. A1 - Hammer, B. T1 - Prototype based Fuzzy Classification in Clinical Proteomics JF - International Journal of Approximate Reasoning Y1 - 2008 VL - 47 IS - 1 SP - 4 EP - 16 ER - TY - JOUR A1 - Schleif, Frank-Michael A1 - Lindemann, M. A1 - Maass, P. A1 - Diaz, M. A1 - Decker, J. A1 - Elssner, T. A1 - Kuhn, M. A1 - Thiele, H. T1 - Support Vector Classification of Proteomic Profile Spectra based on Feature Extraction with the Bi-orthogonal Discrete Wavelet Transform JF - Computing and Visualization in Science Y1 - 2009 VL - 12 SP - 189 EP - 199 ER - TY - CHAP A1 - Simmuteit, S. A1 - Schleif, Frank-Michael A1 - Villmann, T. T1 - Hierarchical evolving trees together with global and local learning for large data sets in MALDI imaging T2 - Proceedings of WCSB 2010 Y1 - 2010 SP - 103 EP - 106 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Riemer, T. A1 - Boerner, U. A1 - Schnapka-Hille, L. A1 - Cross, M. T1 - Efficient identification and quantification of metabolites in 1-H NMR measurements by a novel data encoding approach T2 - Proceedings of WCSB 2010 Y1 - 2010 SP - 91 EP - 94 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Simmuteit, S. A1 - Villmann, T. T1 - Hierarchical deconvolution of linear mixtures of high-dimensional mass spectra in micro-biology T2 - Proceedings of AIA 2011 Y1 - 2011 U6 - https://doi.org/http://dx.doi.org/10.2316/P.2011.717-011 SP - CD EP - publication ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Hammer, B. A1 - Villmann, Th. T1 - Supervised Neural Gas for Functional Data and its Application to the Analysis of Clinical Proteom Spectra T2 - In Proceedings of the 9th International Work-Conference on Artificial Neural Networks (IWANN) 2007 Y1 - 2007 SN - 978-3-540-73006-4 SP - 1036 EP - 1044 ER - TY - CHAP A1 - Hasenfuss, A. A1 - Hammer, B. A1 - Schleif, Frank-Michael A1 - T. Villmann, T1 - Neural gas clustering for sparse proximity data T2 - In Proceedings of the 9th International Work-Conference on Artificial Neural Networks (IWANN) 2007 Y1 - 2007 SN - 978-3-540-73006-4 SP - 539 EP - 546 ER - TY - CHAP A1 - Deininger, S.-O. A1 - Gerhard, M. A1 - Schleif, Frank-Michael T1 - Statistical Classification and Visualization of MALDI-Imaging Data T2 - Proc. of CBMS 2007 Y1 - 2007 SP - 403 EP - 405 ER - TY - CHAP A1 - Schleif, Frank-Michael T1 - Prototypen basiertes maschinelles Lernen in der klinische Proteomik T2 - Ausgezeichnete Informatikdissertationen 2006 Y1 - 2007 SN - 978-3-88579-411-0 SP - 179 EP - 188 ER -