{"data":{"id":"10.6084/m9.figshare.1603543","type":"dois","attributes":{"doi":"10.6084/m9.figshare.1603543","prefix":"10.6084","suffix":"m9.figshare.1603543","identifiers":[],"alternateIdentifiers":[],"creators":[{"name":"Weitao Duan","affiliation":[],"nameIdentifiers":[]},{"name":"Ankenman, Bruce E.","nameType":"Personal","givenName":"Bruce E.","familyName":"Ankenman","affiliation":[],"nameIdentifiers":[]},{"name":"Sanchez, Susan M.","nameType":"Personal","givenName":"Susan M.","familyName":"Sanchez","affiliation":[],"nameIdentifiers":[]},{"name":"Sanchez, Paul J.","nameType":"Personal","givenName":"Paul J.","familyName":"Sanchez","affiliation":[],"nameIdentifiers":[]}],"titles":[{"title":"Sliced Full Factorial-Based Latin Hypercube Designs as a Framework for a Batch Sequential Design Algorithm"}],"publisher":"Taylor \u0026 Francis","container":{},"publicationYear":2015,"subjects":[{"subject":"Space Science"},{"subject":"Microbiology"},{"subject":"FOS: Biological sciences","schemeUri":"http://www.oecd.org/science/inno/38235147.pdf","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"FOS: Biological sciences","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"Genetics"},{"subject":"Biotechnology"},{"subject":"39999 Chemical Sciences not elsewhere classified","subjectScheme":"FOR"},{"subject":"FOS: Chemical sciences","schemeUri":"http://www.oecd.org/science/inno/38235147.pdf","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"FOS: Chemical sciences","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"Immunology"},{"subject":"FOS: Clinical medicine","schemeUri":"http://www.oecd.org/science/inno/38235147.pdf","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"FOS: Clinical medicine","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"69999 Biological Sciences not elsewhere classified","subjectScheme":"FOR"},{"subject":"80699 Information Systems not elsewhere classified","subjectScheme":"FOR"},{"subject":"FOS: Computer and information sciences","schemeUri":"http://www.oecd.org/science/inno/38235147.pdf","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"FOS: Computer and information sciences","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"19999 Mathematical Sciences not elsewhere classified","subjectScheme":"FOR"},{"subject":"FOS: Mathematics","schemeUri":"http://www.oecd.org/science/inno/38235147.pdf","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"FOS: Mathematics","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"Science Policy"}],"contributors":[],"dates":[{"date":"2015-11-17","dateType":"Created"},{"date":"2019-04-01","dateType":"Updated"},{"date":"2015","dateType":"Issued"}],"language":null,"types":{"ris":"DATA","bibtex":"misc","citeproc":"dataset","schemaOrg":"Dataset","resourceType":"Dataset","resourceTypeGeneral":"Dataset"},"relatedIdentifiers":[{"relationType":"IsSupplementTo","relatedIdentifier":"10.1080/00401706.2015.1108233","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":["447820 Bytes"],"formats":[],"version":null,"rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"When fitting complex models, such as finite element or discrete event simulations, the experiment design should exhibit desirable properties of both projectivity and orthogonality. To reduce experimental effort, sequential design strategies allow experimenters to collect data only until some measure of prediction precision is reached. In this article, we present a batch sequential experiment design method that uses sliced full factorial-based Latin hypercube designs (sFFLHDs), which are an extension to the concept of sliced orthogonal array-based Latin hypercube designs (OALHDs). At all stages of the sequential design, good univariate stratification is achieved. The structure of the FFLHDs also tends to produce uniformity in higher dimensions, especially at certain stages of the design. We show that our batch sequential design approach has good sampling and fitting qualities through both empirical studies and theoretical arguments. Supplementary materials are available online.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"xml":"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","url":"https://tandf.figshare.com/articles/dataset/Sliced_Full_Factorial_Based_Latin_Hypercube_Designs_as_a_Framework_for_a_Batch_Sequential_Design_Algorithm/1603543","contentUrl":null,"metadataVersion":3,"sche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