Topographic Processing of Relational Data

Hammer B, Hasenfuß A, Rossi F, Strickert M (2007)
In: Proceedings of 6th International Workshop on Self-Organizing Maps (WSOM 2007). Bielefeld: Bielefeld University.

Konferenzbeitrag | Veröffentlicht | Englisch
 
Download
OA 371.92 KB
Autor*in
Hammer, BarbaraUniBi; Hasenfuß, Alexander; Rossi, Fabrice; Strickert, Marc
Abstract / Bemerkung
Recently, batch optimization schemes of the self-organizing map and neural gas have been modified to allow arbitrary distance measures.This principle is particularly suitable for complex applications where data are compared by means of problem-specific, possibly discrete metrics such as protein sequences. However, median variants do not allow a continuous update of prototype locations and their capacity is thus restricted. In this contribution, we consider the relational dual of batch optimization which can be formulated in terms of pairwise distances only such that an application to arbitrary distance matrices becomes possible. For SOM, a direct visualization of data is given by means of the underlying (euclidean or hyperbolic) lattice structure. For NG, pairwise distances of prototypes can be computed based on a given data matrix only, such that subsequent mapping by means of multidimensional scaling can be applied.
Erscheinungsjahr
2007
Titel des Konferenzbandes
Proceedings of 6th International Workshop on Self-Organizing Maps (WSOM 2007)
Konferenz
WSOM 2007
Konferenzort
Bielefeld, Germany
Konferenzdatum
2007-09-03 – 2007-09-06
ISBN
978-3-00-022473-7
Page URI
https://pub.uni-bielefeld.de/record/1993563

Zitieren

Hammer B, Hasenfuß A, Rossi F, Strickert M. Topographic Processing of Relational Data. In: Proceedings of 6th International Workshop on Self-Organizing Maps (WSOM 2007). Bielefeld: Bielefeld University; 2007.
Hammer, B., Hasenfuß, A., Rossi, F., & Strickert, M. (2007). Topographic Processing of Relational Data. Proceedings of 6th International Workshop on Self-Organizing Maps (WSOM 2007) Bielefeld: Bielefeld University. https://doi.org/10.2390/biecoll-wsom2007-121
Hammer, B., Hasenfuß, A., Rossi, F., and Strickert, M. (2007). “Topographic Processing of Relational Data” in Proceedings of 6th International Workshop on Self-Organizing Maps (WSOM 2007) (Bielefeld: Bielefeld University).
Hammer, B., et al., 2007. Topographic Processing of Relational Data. In Proceedings of 6th International Workshop on Self-Organizing Maps (WSOM 2007). Bielefeld: Bielefeld University.
B. Hammer, et al., “Topographic Processing of Relational Data”, Proceedings of 6th International Workshop on Self-Organizing Maps (WSOM 2007), Bielefeld: Bielefeld University, 2007.
Hammer, B., Hasenfuß, A., Rossi, F., Strickert, M.: Topographic Processing of Relational Data. Proceedings of 6th International Workshop on Self-Organizing Maps (WSOM 2007). Bielefeld University, Bielefeld (2007).
Hammer, Barbara, Hasenfuß, Alexander, Rossi, Fabrice, and Strickert, Marc. “Topographic Processing of Relational Data”. Proceedings of 6th International Workshop on Self-Organizing Maps (WSOM 2007). Bielefeld: Bielefeld University, 2007.
Alle Dateien verfügbar unter der/den folgenden Lizenz(en):
Copyright Statement:
Dieses Objekt ist durch das Urheberrecht und/oder verwandte Schutzrechte geschützt. [...]
Volltext(e)
Access Level
OA Open Access
Zuletzt Hochgeladen
2021-07-26T13:20:13Z
MD5 Prüfsumme
bc682a43db0cb20e4c4b961ab60ebee3

Export

Markieren/ Markierung löschen
Markierte Publikationen

Open Data PUB

Suchen in

Google Scholar
ISBN Suche