{"data":{"id":"10.6084/m9.figshare.1481268","type":"dois","attributes":{"doi":"10.6084/m9.figshare.1481268","prefix":"10.6084","suffix":"m9.figshare.1481268","identifiers":[],"alternateIdentifiers":[],"creators":[{"name":"Jones, Bradley","nameType":"Personal","givenName":"Bradley","familyName":"Jones","affiliation":[],"nameIdentifiers":[]},{"name":"Steinberg, David M.","nameType":"Personal","givenName":"David M.","familyName":"Steinberg","affiliation":[],"nameIdentifiers":[]},{"name":"Silvestrini, Rachel T.","nameType":"Personal","givenName":"Rachel T.","familyName":"Silvestrini","affiliation":[],"nameIdentifiers":[]},{"name":"Montgomery, Douglas C.","nameType":"Personal","givenName":"Douglas C.","familyName":"Montgomery","affiliation":[],"nameIdentifiers":[]}],"titles":[{"title":"Bridge Designs for Modeling Systems With Low Noise"}],"publisher":"Taylor \u0026 Francis","container":{},"publicationYear":2015,"subjects":[{"subject":"Science Policy"},{"subject":"Mathematics"},{"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":"Information and Computing Sciences"},{"subject":"Biological Sciences"},{"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":"Chemistry"},{"subject":"Neuroscience"},{"subject":"Biophysics"}],"contributors":[],"dates":[{"date":"2015-07-13","dateType":"Created"},{"date":"2015-07-13","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":"10.1080/00401706.2014.923788","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":["18033 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":"For deterministic computer simulations, Gaussian process models are a standard procedure for fitting data. These models can be used only when the study design avoids having replicated points. This characteristic is also desirable for one-dimensional projections of the design, since it may happen that one of the design factors has a strongly nonlinear effect on the response. Latin hypercube designs have uniform one-dimensional projections, but are not efficient for fitting low-order polynomials when there is a small error variance. \u003ci\u003eD\u003c/i\u003e-optimal designs are very efficient for polynomial fitting but have substantial replication in projections. We propose a new class of designs that bridge the gap between \u003ci\u003eD\u003c/i\u003e-optimal designs and \u003ci\u003eD\u003c/i\u003e-optimal Latin hypercube designs. These designs guarantee a minimum distance between points in any one-dimensional projection allowing for the fit of either polynomial or Gaussian process models. Subject to this constraint they are \u003ci\u003eD\u003c/i\u003e-optimal for a prespecified model.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"xml":"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","url":"https://tandf.figshare.com/articles/dataset/Bridge_Designs_for_Modeling_Systems_With_Low_Noise/1481268","contentUrl":null,"metadataVersion":2,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"mds","isActive":true,"state":"findable","reason":null,"viewCount":0,"viewsOverTime":[],"downloadCount":0,"downloadsOverTime":[],"referenceCount":0,"citationCount":0,"citationsOverTime":[],"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2015-07-13T21:46:44.000Z","registered":"2015-07-13T21:46:46.000Z","published":"2015","updated":"2020-09-04T16:33:57.000Z"},"relationships":{"client":{"data":{"id":"figshare.ars","type":"clients"}},"provider":{"data":{"id":"otjm","type":"providers"}},"media":{"data":{"id":"10.6084/m9.figshare.1481268","type":"media"}},"references":{"data":[]},"citations":{"data":[]},"parts":{"data":[]},"partOf":{"data":[]},"versions":{"data":[]},"versionOf":{"data":[]}}}}