دورية أكاديمية
Variable-Density Self-Organizing Map for Incremental Learning
| العنوان: | Variable-Density Self-Organizing Map for Incremental Learning |
|---|---|
| المؤلفون: | Shimada, Atsushi, Taniguchi, Rin-Ichiro |
| المصدر: | International Workshop on Self-Organizing Maps : Proceedings (2007); The 6th International Workshop on Self-Organizing Maps (WSOM 2007) ; International Workshop on Self-Organizing Maps : Proceedings; The 6th International Workshop on Self-Organizing Maps (WSOM 2007) |
| بيانات النشر: | Technische Fakultät, Arbeitsgruppen der Informatik |
| سنة النشر: | 2007 |
| المجموعة: | Bielefeld University: BieColl - Bielefeld eCollections |
| مصطلحات موضوعية: | Self-Organizing Map, Incremental Learning, DDC: 004 (Data processing, computer science, computer systems) |
| الوصف: | We propose a new incremental learning method of Self-Organizing Map. Basically, there are three problems in the incremental learning of Self-Organizing Map: 1. depletion of neurons, 2. oblivion of training data previously given, 3. destruction of topological relationship among training samples. Weight-fixed neurons and weight-quasi-fixed neurons are very effective for the second problem. However the other problems still remain. Therefore, we improve the incremental learning method with weight-fixed neurons and weight-quasi-fixed neurons. We solve the problems by introducing a mechanism to increase the number of neurons effectively in the incremental learning process. |
| نوع الوثيقة: | article in journal/newspaper |
| وصف الملف: | application/pdf |
| اللغة: | German |
| العلاقة: | https://biecoll.ub.uni-bielefeld.de/index.php/wsom/article/view/308/401Test; https://biecoll.ub.uni-bielefeld.de/index.php/wsom/article/view/308Test |
| DOI: | 10.2390/biecoll-wsom2007-123 |
| الإتاحة: | https://doi.org/10.2390/biecoll-wsom2007-123Test https://biecoll.ub.uni-bielefeld.de/index.php/wsom/article/view/308Test |
| رقم الانضمام: | edsbas.E23384B1 |
| قاعدة البيانات: | BASE |
| DOI: | 10.2390/biecoll-wsom2007-123 |
|---|