Computational Efficiency of Generalized Variance and Vector Variance
In multivariate statistical quality control, the existing tests known as Generalized Variance (GV) and Vector Variance (VV), plays an important role in measuring process variability. In this paper, we present the computational efficiency of both tests to illustrate that their complexity as a functi...
Saved in:
| Main Authors: | , , , |
|---|---|
| Format: | Conference or Workshop Item |
| Language: | en |
| Published: |
2014
|
| Subjects: | |
| Online Access: | http://umpir.ump.edu.my/id/eprint/7769/1/Computational_Efficiency_of_Generalized_Variance_and_Vector_Variance.pdf http://umpir.ump.edu.my/id/eprint/7769/ http://dx.doi.org/10.1063/1.4903690 |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1831522278272139264 |
|---|---|
| author | Shamshuritawati, Sharif Wan Nur Syahidah, Wan Yusoff Zurni, Omar Suzilah, Ismail |
| author_facet | Shamshuritawati, Sharif Wan Nur Syahidah, Wan Yusoff Zurni, Omar Suzilah, Ismail |
| author_sort | Shamshuritawati, Sharif |
| building | UMPSA Library |
| collection | Institutional Repository |
| content_provider | Universiti Malaysia Pahang Al-Sultan Abdullah |
| content_source | UMPSA Institutional Repository |
| continent | Asia |
| country | Malaysia |
| description | In multivariate statistical quality control, the existing tests known as Generalized Variance (GV) and Vector Variance (VV), plays an important role in measuring process variability. In this paper, we present the computational
efficiency of both tests to illustrate that their complexity as a function of dimension. From the mathematical derivation
and simulation study, the computational efficiency of VV outperforms GV, particularly when the number of variables is
large. |
| format | Conference or Workshop Item |
| id | my.ump.umpir.7769 |
| institution | Universiti Malaysia Pahang |
| language | en |
| publishDate | 2014 |
| record_format | eprints |
| spelling | my.ump.umpir.77692018-01-23T08:02:48Z http://umpir.ump.edu.my/id/eprint/7769/ Computational Efficiency of Generalized Variance and Vector Variance Shamshuritawati, Sharif Wan Nur Syahidah, Wan Yusoff Zurni, Omar Suzilah, Ismail Q Science (General) In multivariate statistical quality control, the existing tests known as Generalized Variance (GV) and Vector Variance (VV), plays an important role in measuring process variability. In this paper, we present the computational efficiency of both tests to illustrate that their complexity as a function of dimension. From the mathematical derivation and simulation study, the computational efficiency of VV outperforms GV, particularly when the number of variables is large. 2014 Conference or Workshop Item PeerReviewed application/pdf en http://umpir.ump.edu.my/id/eprint/7769/1/Computational_Efficiency_of_Generalized_Variance_and_Vector_Variance.pdf Shamshuritawati, Sharif and Wan Nur Syahidah, Wan Yusoff and Zurni, Omar and Suzilah, Ismail (2014) Computational Efficiency of Generalized Variance and Vector Variance. In: International Conference on Quantitative Sciences and Its Applications (ICOQSIA 2014) , 12–14 August 2014 , Langkawi, Kedah. pp. 906-911.. (Published) http://dx.doi.org/10.1063/1.4903690 |
| spellingShingle | Q Science (General) Shamshuritawati, Sharif Wan Nur Syahidah, Wan Yusoff Zurni, Omar Suzilah, Ismail Computational Efficiency of Generalized Variance and Vector Variance |
| title | Computational Efficiency of Generalized Variance and
Vector Variance |
| title_full | Computational Efficiency of Generalized Variance and
Vector Variance |
| title_fullStr | Computational Efficiency of Generalized Variance and
Vector Variance |
| title_full_unstemmed | Computational Efficiency of Generalized Variance and
Vector Variance |
| title_short | Computational Efficiency of Generalized Variance and
Vector Variance |
| title_sort | computational efficiency of generalized variance and
vector variance |
| topic | Q Science (General) |
| url | http://umpir.ump.edu.my/id/eprint/7769/1/Computational_Efficiency_of_Generalized_Variance_and_Vector_Variance.pdf http://umpir.ump.edu.my/id/eprint/7769/ http://dx.doi.org/10.1063/1.4903690 |
| url_provider | http://umpir.ump.edu.my/ |