Data · dataset · 2015
Computer Experiments With Both Qualitative and Quantitative Variables
Listed in DataCite
Computer experiments have received a great deal of attention in many fields of science and technology.
Description
Most literature assumes that all the input variables are quantitative. However, researchers often encounter computer experiments involving both qualitative and quantitative variables (BQQV).
In this article, a new interface on design and analysis for computer experiments with BQQV is proposed. The new designs are one kind of sliced Latin hypercube designs with points clustered in the design region and possess good uniformity for each slice. For computer experiments with BQQV, such designs help to measure the similarities among responses of different level-combinations in the qualitative variables.
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An adaptive analysis strategy intended for the proposed designs is developed. The proposed strategy allows us to automatically extract information from useful auxiliary responses to increase the precision of prediction for the target response. The interface between the proposed design and the analysis strategy is demonstrated to be effective via simulation and a real-life example from the food engineering literature.
Supplementary materials for this article are available online.
Links
Where it is published
- Repository landing page tandf.figshare.com/articles/dataset/Computer_Experiments_With_Both_Qualitative_an… ↗
landing page · from DataCite
- DOI doi.org/10.6084/m9.figshare.1590026 ↗
DOI / persistent id · from DataCite
Documentation and papers
- Creative Commons Attribution 4.0 International creativecommons.org/licenses/by/4.0/legalcode ↗
license · from DataCite
- IsSupplementTo 10.1080/00401706.2015.1094416 doi.org/10.1080/00401706.2015.1094416 ↗
publication · from DataCite
Catalogue records · 2
- DataCite API api.datacite.org/dois/10.6084/m9.figshare.1590026 ↗
metadata API · from DataCite
- DataCite Commons commons.datacite.org/doi.org/10.6084/m9.figshare.1590026 ↗
catalogue entry · from DataCite
Topics
- Stated by source
- Biological sciences · Clinical medicine · Computer and information sciences · Health sciences
- Inferred from text
- Simulation 75%
Provenance · 1 source records, 13 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| DataCite | 10.6084/m9.figshare.1590026 | 15 d ago | JSON v1 |
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| concepts[field].fos:clinical-medicine | source · DataCite | connector:datacite@1.0.0 | |
| concepts[field].fos:computer-and-information-sciences | source · DataCite | connector:datacite@1.0.0 | |
| concepts[field].fos:health-sciences | source · DataCite | connector:datacite@1.0.0 | |
| concepts[method].local:method:simulation | enrichment · DataCite | keyword-concept-rules@1.0.0 | title+description (75%) |
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| updated_date | source · DataCite | connector:datacite@1.0.0 |