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» Self-organized Middle-Out Abstraction
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IWSOS
2007
Springer
15 years 3 months ago
Mercator: Self-organizing Geographic Connectivity Maps for Scalable Ad-Hoc Routing
Abstract. A fundamental problem of future networks is to get fully selforganized routing protocols with good scalability properties that produce good paths in a wide range of netwo...
Luis A. Hernando, Unai Arronategui
IJCNN
2006
IEEE
15 years 3 months ago
Behavior of Fatigable SOM and its Application to Clustering
Abstract— The Self-Organizing Map (SOM) is popular algorithm for unsupervised learning and visualization introduced by Teuvo Kohonen. One of the most attractive applications of S...
Masato Tomita, Haruna Matsushita, Yoshifumi Nishio
ICNC
2005
Springer
15 years 3 months ago
On Non-markovian Topographic Organization of Receptive Fields in Recursive Self-organizing Map
Abstract. Recently, there has been an outburst of interest in extending topographic maps of vectorial data to more general data structures, such as sequences or trees. The represen...
Peter Tiño, Igor Farkas
BIOADIT
2004
Springer
15 years 3 months ago
Analysis of Responses of Complex Bionetworks to Changes in Environmental Conditions
Abstract. The responses of flexible bionetworks to extreme environmental changes were studied in several microorganisms. Gene and metabolic networks markedly changed with osmotic ...
Hiroshi Shimizu, Takashi Hirasawa, Keisuke Nagahis...
WSOM
2009
Springer
15 years 2 months ago
Optimal Combination of SOM Search in Best-Matching Units and Map Neighborhood
Abstract. The distribution of a class of objects, such as images depicting a specific topic, can be studied by observing the best-matching units (BMUs) of the objects’ feature v...
Mats Sjöberg, Jorma Laaksonen