Reduced Basis Decomposition
Reduced Basis Decomposition (RBD) is a new decomposition strategy inspired by the Reduced Basis Method. Given X the high-dimensional data, RBD approximates it by a product YT with Y being the low-dimensional surrogate and T the transformation matrix. This is done through a greedy algorithm thus very efficient. In fact, it is significantly faster than SVD with comparable accuracy in many cases shown.
RBD has been demonstrated to work well as a dimension reduction tool for many data mining tasks.
引用格式
Yanlai Chen (2024). Reduced Basis Decomposition (https://www.mathworks.com/matlabcentral/fileexchange/50125-reduced-basis-decomposition), MATLAB Central File Exchange. 检索来源 .
MATLAB 版本兼容性
平台兼容性
Windows macOS Linux类别
标签
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!RBD_V1/
版本 | 已发布 | 发行说明 | |
---|---|---|---|
1.0.0.0 |