Barbara Hammer, Alessio Micheli, Nicolas Neubauer, Alessandro Sperduti...  Home/Search
Context
Related
| math.unipd.it/~sperduti/...wsom2005.pdf Cached: PS.gz PS PDF This document uses CoBlitz to cache paper downloads. If your firewall is blocking outgoing connections to port 3125, you can use these links to download local copies.
Image Update HelpPS.gz PS PDF From: math.unipd.it/~sperduti/p...node3 (more) (Enter author homepages) |
Rate this article:      (best)Comment on this article |
Abstract: We review a recent extension of the self-organizing map (SOM) for temporal structures with a simple recurrent dynamics leading to sparse representations, which allows an e#cient training and a combination with arbitrary lattice structures. We discuss its practical applicability and its theoretical properties. Afterwards, we put the approach into a general framework of recurrent unsupervised models. This generic formulation also covers a variety of well-known alternative approaches including the ... (Update)
Active bibliography (related documents): More All
3.5: Bibliography of Self-Organizing Map (SOM) Papers.. - Merja Oja, Samuel.. (2002) (Correct)
1.4: Neural Methods for Non-Standard Data - Hammer, Jain (Correct)
1.2: Self-Organizing Neural Networks for Sequence Processing - Strickert (Correct)
Similar documents based on text:
0.0: Unknown - (Correct)
BibTeX entry: (Update)
@misc{ alessio-selforganizing,
author = "Barbara Hammer Alessio",
title = "Self-Organizing Maps for Time Series",
url = "citeseer.ist.psu.edu/764682.html" }
Citations (may not include all citations):1213 Self-organizing maps (context) - Kohonen - 1997
47 Constructing deterministic finite-state automata in recurren.. - Omlin, Giles - 1996
40 The temporal Kohonen map (context) - Chappell, Taylor - 1993
33 network for vector quantization and its application to time-.. (context) - Martinetz, Berkovich et al. - 1993
19 The dynamic universality of sigmoidal neural networks (context) - Kilian, Siegelmann - 1996
19 SARDNET: a self-organizing feature map for sequences - James, Miikkulainen - 1995
18 New methods for splice site recognition - Sonnenburg - 2002
16 Self-organizing maps in non-euclidean spaces - Ritter - 1999
15 Recursive self-organizing maps - Voegtlin - 2002
13 A Self-Organizing Map for Adaptive Processing of Structured .. (context) - Hagenbuchner, Sperduti et al. - 2003
11 A general framework for unsupervised processing of structure.. - Hammer, Micheli et al. - 2002
11 A general framework for unsupervised processing of structure.. - Hammer, Micheli et al. - 2004
9 Time Series Prediction using Recurrent SOM with Local Linear.. - Koskela, Varsta et al. - 1998
8 How to make large self-organizing maps for nonvectorial data (context) - Kohonen, Somervuo - 2002
6 Multidimensional Curve Classification Using PassingThrough R.. - Kudo, Toyama et al. - 1999
5 A Taxonomy for Spatiotemporal Connectionist Networks Revisit.. - Barreto, Araujo et al. - 2003
5 A spatiotemporal memory based on SOMs with activity di#usion - Euliano, Principe - 1999
5 Self-organizing map for clustering in the graph domain (context) - Gunter, Bunke - 2002
5 and Kohonen (context) - Kaski, Kangas
4 Recurrent networks for structured data - a unifying approach.. - Hammer - 2002
4 The time-organized map algorithm: extending the self-organiz.. (context) - Wiemer - 2003
4 Recursive self-organizing network models (context) - Hammer, Micheli et al. - 2004
2 and Verleysen (context) - Simon, Lendasse et al.
2 Feedback self-organizing map and its application to spatio-t.. (context) - Horio, Yamakawa - 2001
2 Temporal Kohonen map and recurrent self-organizing map: anal.. (context) - Varsta, Heikkonen et al. - 2001
2 and Hammer (context) - Strickert
2 and Sun (context) - Tino, Kaban
1 Online algorithm for the self-organizing map of symbol strin.. (context) - Somervuo - 2004
1 and Strachan (context) - Bishop, Hinton - 1997
1 Temporally asymmetric learning supports sequence processing .. (context) - Schulz, Reggia - 2004
1 and Blohm (context) - Strickert, Hammer
1 Recursive SOMs and Automata (context) - Neubauer - 2005
1 Topographic Organization of Receptive Fields in Recursive Se.. (context) - Tino, Farkas et al. - 2005
Documents on the same site (http://www.math.unipd.it/~sperduti/per-web-06-2004/node3.html): More
Recursive Cascade Correlation for Contextual Processing.. - Micheli, Sona, Sperduti (2002) (Correct)
Discretizing Continuous Attributes in AdaBoost for.. - Nardiello.. (2003) (Correct)
Multi-prototype Support Vector Machine - Fabio Aiolli Dept (Correct)
Online articles have much greater impact More about CiteSeer.IST Add search form to your site Submit documents Feedback
CiteSeer.IST - Copyright Penn State and NEC