Publications of Bernd Fritzke

Journal Papers

• The LBG-U method for vector quantization - an improvement over LBG inspired from neural networks, Neural Processing Letters (1997), Vol.5, No. 1, (93 Kbytes), also appeared as internal report IRINI 97-01
• Growing Grid - a self-organizing network with constant neighborhood range and adaptation strength, Neural Processing Letters (1995), Vol.2, No. 5, page 9-13 (75 Kbytes)
• Growing cell structures - a self-organizing network for unsupervised and supervised learning, Neural Networks (1994), Vol. 7, No. 9, page 1441-1460
• Fast learning with incremental radial basis function networks, Neural Processing Letters (1994), Vol.1, No. 1, page 2-5 ( 103 Kbytes)

Conference Papers

• A self-organizing network that can follow non-stationary distributions, ICANN 1997, Lausanne (6 pages, 57 Kbytes)
• Incremental neuro-fuzzy systems, Proceedings of: Applications of Soft Computing, SPIE International Symposium on Optical Science, Engineering and Instrumentation, San Diego, 27 July - 1 August 1997 (12 pages, 733 Kbytes)
• Growing self-organizing networks - why?, ESANN 1996, Bruges, (12 pages, 143 Kbytes)
• Transforming hard problems into linearly separable ones with incremental radial basis function networks, HELNET 94/95, (8 pages, 108 Kbytes)
• Incremental learning of local linear mappings, ICANN 1995, Paris (6 pages, 178 Kbytes)
• A growing neural gas network learns topologies, NIPS 1994 Denver (8 pages,148 Kbytes)
• Making hard problems linearly separable - incremental radial basis function approaches, ICANN 1994, Sorrento (4 pages, 53 Kbytes)
• Supervised learning with growing cell structures, NIPS 1993 Denver (8 pages, 146 Kbytes)
• Vector quantization with a growing and splitting elastic network, ICANN 1993 Amsterdam (6 pages, 522 Kbytes)
• A growing and splitting elastic network for vector quantization, IEEE NNSP 1993, Baltimore (8 pages, 541 Kbytes)
• Kohonen feature maps and growing cell structures - a performance comparison, NIPS 1992, Denver (8 pages, 51 Kbytes)
• Using a library of efficient algorithms as a neural networks research tool, ICANN 1992, Brighton (4 pages, 38 Kbytes)
• Growing cell structures - a self-organizing network in k dimensions, ICANN 1992 Brighton (6 pages, 67 Kbytes)
• FLEXMAP - a neural network for the travelling salesman problem with linear time and space complexity, IJCNN 1991, Singapore (6 pages, 146 Kbytes) (updated version) 
• Unsupervised clustering with growing cell structures. IJCNN 1991 Seattle, (6 pages, 45 Kbytes) 
• A neural network that learns to do hyphenation, ICANN 1991, Helsinki (4 pages, 120 Kbytes) 
• Let it grow - self-organizing feature maps with problem dependend cell structure ICANN 1991, Helsinki (6 pages, 70 Kbytes)

Other

• Unsupervised ontogenetic networks, in Handbook of Neural Computation, IOP Publishing and Oxford University Press, 1996
• Growing cell structures - a self-organizing network for unsupervised and supervised learning, ICSI TR 93-026 (34 pages, 298 Kbytes)
• Wachsende Zellstrukturen - ein selbstorganisierendes neuronales Netzwerkmodell, doctoral thesis, Erlangen 1992, in German (137 pages, 762 Kbytes)
• Neuronale Netze und das Bias/Varianz-Dilemma, habilitation talk, Erlangen 1998, in German (40 pages, 864 Kbytes)