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| Main Authors: | , , , |
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| Format: | Preprint |
| Published: |
2026
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| Subjects: | |
| Online Access: | https://arxiv.org/abs/2604.19265 |
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| _version_ | 1866911698148917248 |
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| author | Camacho, José Ezenarro, Jokin Schorn-García, Daniel Westerhuis, Johan A. |
| author_facet | Camacho, José Ezenarro, Jokin Schorn-García, Daniel Westerhuis, Johan A. |
| contents | ANOVA Simultaneous Component Analysis (ASCA) is the current state-of-theart chemometric tool for analyzing and interpreting high-dimensional experimental data from a Design of Experiment (DoE). Being a multivariate extension of the ANOVA, ASCA makes a perfect tandem with DoE. This tutorial review recommends best practices for using ASCA, building upon the long-established combination of ANOVA and DoE theory developed over the last century. These recommendations are grounded in a comprehensive literature review and illustrated through a guiding example. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2604_19265 |
| institution | arXiv |
| publishDate | 2026 |
| record_format | arxiv |
| spellingShingle | From design of experiments to analysis of variance of multivariate data: a tutorial review on ANOVA simultaneous component analysis Camacho, José Ezenarro, Jokin Schorn-García, Daniel Westerhuis, Johan A. Methodology ANOVA Simultaneous Component Analysis (ASCA) is the current state-of-theart chemometric tool for analyzing and interpreting high-dimensional experimental data from a Design of Experiment (DoE). Being a multivariate extension of the ANOVA, ASCA makes a perfect tandem with DoE. This tutorial review recommends best practices for using ASCA, building upon the long-established combination of ANOVA and DoE theory developed over the last century. These recommendations are grounded in a comprehensive literature review and illustrated through a guiding example. |
| title | From design of experiments to analysis of variance of multivariate data: a tutorial review on ANOVA simultaneous component analysis |
| topic | Methodology |
| url | https://arxiv.org/abs/2604.19265 |