By Barbara Hammer, Andrej Gisbrecht, Alexander Hasenfuss, Bassam Mokbel (auth.), Jorma Laaksonen, Timo Honkela (eds.)
This booklet constitutes the refereed court cases of the eighth overseas Workshop on Self-Organizing Maps, WSOM 2011, held in Espoo, Finland, in June 2011. The 36 revised complete papers offered have been rigorously reviewed and chosen from various submissions. The papers are prepared in topical sections on plenaries; monetary and societal functions; idea and technique; purposes of information mining and research; language processing and rfile research; and visualization and photograph processing.
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It may be noticed the sparsity of BMUs case, despite of the size of the embedding dimension, plain SOM trained with the standard Euclidean norm still remains the best choice. However, focusing on the case of p = 2 (see Figure 2), we noticed that, despite of the overall good performance of SOM in terms of quantization error, the winner nodes were too much sparse, to our purposes. We then decided to move one step further, and we analized the connections among winner nodes (Best Matching Units –BMUs) to build the related adjacency matrix.
In the balance sheet this variable generally monitors the enterprise overall inﬂows: the (quite trivial) lesson we can learn from this cluster is then that its members seem not able to manage ﬁnancial inﬂows others than public fundings. Cluster 8 is in the opposite situation of cluster 5, receiving the highest level of public fundings, but despite of it, its members were not able Assessing the Eﬃciency of Health Care Providers: A SOM Perspective 37 Fig. 3. Graph mining on SOM to reach the best ﬁnancial results.
Springer, Heidelberg (2001) 4. : Contextually Self-Organized Maps of Chinese Words. TKK Reports in Information and Computer Science, TKK-ICS-R30. fi/en/research/publications) 5. : Contextually Self-Organized Maps of Chinese Words. Part II, TKK Reports in Information and Computer Science, TKK-ICS-R35. fi/en/research/publications) 6. : Corpus for modern Chinese research. L. ) Studies in the Chinese language and characters in the era of computers, pp. 283–294. Tsinghua University Press, Beijing, China (1996) 7.