{"data":{"id":"10.6084/m9.figshare.1581602","type":"dois","attributes":{"doi":"10.6084/m9.figshare.1581602","prefix":"10.6084","suffix":"m9.figshare.1581602","identifiers":[],"alternateIdentifiers":[],"creators":[{"name":"Barut, Emre","nameType":"Personal","givenName":"Emre","familyName":"Barut","affiliation":[],"nameIdentifiers":[]},{"name":"Jianqing Fan","affiliation":[],"nameIdentifiers":[]},{"name":"Verhasselt, Anneleen","nameType":"Personal","givenName":"Anneleen","familyName":"Verhasselt","affiliation":[],"nameIdentifiers":[]}],"titles":[{"title":"Conditional Sure Independence Screening"}],"publisher":"Taylor \u0026 Francis","container":{},"publicationYear":2015,"subjects":[{"subject":"Biochemistry"},{"subject":"Biotechnology"},{"subject":"59999 Environmental Sciences not elsewhere classified","subjectScheme":"FOR"},{"subject":"FOS: Earth and related environmental sciences","schemeUri":"http://www.oecd.org/science/inno/38235147.pdf","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"FOS: Earth and related environmental sciences","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"69999 Biological Sciences not elsewhere classified","subjectScheme":"FOR"},{"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":"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":"Cancer"},{"subject":"110309 Infectious Diseases","subjectScheme":"FOR"},{"subject":"FOS: Health sciences","schemeUri":"http://www.oecd.org/science/inno/38235147.pdf","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"FOS: Health sciences","subjectScheme":"Fields of Science and Technology (FOS)"}],"contributors":[],"dates":[{"date":"2015-10-21","dateType":"Created"},{"date":"2018-06-06","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":"10.1080/01621459.2015.1092974","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":["276895 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":"Independence screening is powerful for variable selection when the number of variables is massive. Commonly used independence screening methods are based on marginal correlations or its variants. When some prior knowledge on a certain important set of variables is available, a natural assessment on the relative importance of the other predictors is their conditional contributions to the response given the known set of variables. This results in conditional sure independence screening (CSIS). CSIS produces a rich family of alternative screening methods by different choices of the conditioning set and can help reduce the number of false positive and false negative selections when covariates are highly correlated. This article proposes and studies CSIS in generalized linear models. We give conditions under which sure screening is possible and derive an upper bound on the number of selected variables. We also spell out the situation under which CSIS yields model selection consistency and the properties of CSIS when a data-driven conditioning set is used. Moreover, we provide two data-driven methods to select the thresholding parameter of conditional screening. The utility of the procedure is illustrated by simulation studies and analysis of two real datasets. Supplementary materials for this article are available online.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"xml":"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","url":"https://tandf.figshare.com/articles/dataset/Conditional_Sure_Independence_Screening/1581602","contentUrl":null,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