تقرير
A Hybrid Algorithm for Computing a Partial Singular Value Decomposition Satisfying a Given Threshold
| العنوان: | A Hybrid Algorithm for Computing a Partial Singular Value Decomposition Satisfying a Given Threshold |
|---|---|
| المؤلفون: | Baglama, James, Casillas, Jonathan A. Chávez, Perović, Vasilije |
| سنة النشر: | 2024 |
| المجموعة: | Computer Science Mathematics |
| مصطلحات موضوعية: | Mathematics - Numerical Analysis |
| الوصف: | In this paper, we describe a new hybrid algorithm for computing all singular triplets above a given threshold and provide its implementation in MATLAB/Octave and R. The high performance of our codes and ease at which they can be used, either independently or within a larger numerical scheme, are illustrated through several numerical examples with applications to matrix completion and image compression. Well-documented MATLAB and R codes are provided for public use. Comment: 17 pages, 2 Algorithms, 3 Tables, 3 examples, GitHub repository |
| نوع الوثيقة: | Working Paper |
| URL الوصول: | http://arxiv.org/abs/2407.06306 |
| رقم الأكسشن: | edsarx.2407.06306 |
| قاعدة البيانات: | arXiv |
| الوصف غير متاح. |