By Barbara Hammer, Andrej Gisbrecht, Alexander Hasenfuss, Bassam Mokbel (auth.), Jorma Laaksonen, Timo Honkela (eds.)
This ebook 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 quite a few submissions. The papers are prepared in topical sections on plenaries; monetary and societal functions; thought and method; functions of information mining and research; language processing and record research; and visualization and photo processing.
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Additional info for Advances in Self-Organizing Maps: 8th International Workshop, WSOM 2011, Espoo, Finland, June 13-15, 2011. Proceedings
Biol. Cyb. 61, 241–254 (1989) 2. : Contextual relations of words in Grimm tales, analyzed by self-organizing maps. , Gallinari, P. ) Proc. ICANN 1995, Int. Conf. on Artiﬁcial Neural Networks, vol. II, pp. 3–7. EC2, Nanterre, France (1995) 3. : Self-Organizing Maps, 3rd edn. 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.
As shown in Fig. 8, the first crisis in 1975 was preceded by high membership values in the pre-crisis cluster, whereafter the memberships in the crisis and subsequently the tranquil cluster dominated.
The indicators were chosen and transformed based on a seminal early warning system created by IMF staff . The indicators included were foreign exchange reserve loss, export loss, real exchange-rate overvaluation relative to trend and current account deficit to GDP. This model is, however, conceptually different from the benchmarking model. Each data point has a class dummy indicating the occurrence of a crisis, pre-crisis or tranquil period. A crisis period is defined to occur when exchange-rate and reserve volatility exceeds a specified threshold, while the pre-crisis periods are defined as 24 months preceding a crisis.
Advances in Self-Organizing Maps: 8th International Workshop, WSOM 2011, Espoo, Finland, June 13-15, 2011. Proceedings by Barbara Hammer, Andrej Gisbrecht, Alexander Hasenfuss, Bassam Mokbel (auth.), Jorma Laaksonen, Timo Honkela (eds.)