A mathematical analysis on the distribution-preserving property of Self-Organizing Map (SOM)

• المؤلف الرئيسي: Llorin, Jason D.
• التنسيق: text
• اللغة: English
• منشور في: Animo Repository 1998
• الموضوعات: Mathematical analysis; Neural networks (Computer science); Self-organizing systems; Memory maps (Computer science); Algorithms; Computer Sciences
• الوصول للمادة أونلاين: https://animorepository.dlsu.edu.ph/etd_masteral/1860

Self-organizing maps (SOM) are among the more popular neural network models first studied by Teuvo Kohonen in the early 1980's. In this model, learning is unsupervised and the units organize themselves in a way that reflects the inter-relationships of the inputs they represent. Kohonen proposed...