03552nam 22007455 450 991029831700332120250504233623.03-642-45182-910.1007/978-3-642-45182-9(CKB)2550000001199616(EBL)1698221(OCoLC)881161875(SSID)ssj0001184897(PQKBManifestationID)11714388(PQKBTitleCode)TC0001184897(PQKBWorkID)11197211(PQKB)10342666(MiAaPQ)EBC1698221(DE-He213)978-3-642-45182-9(PPN)176117865(EXLCZ)99255000000119961620140123d2014 u| 0engur|n|---|||||txtccrSimultaneous Statistical Inference With Applications in the Life Sciences /by Thorsten Dickhaus1st ed. 2014.Berlin, Heidelberg :Springer Berlin Heidelberg :Imprint: Springer,2014.1 online resource (182 p.)Description based upon print version of record.3-642-45181-0 Includes bibliographical references at the end of each chapters and index.The problem of simultaneous inference -- Part I General Theory -- Some theory of p-values -- Classes of multiple test procedures -- Simultaneous test procedures -- Stepwise rejective multiple tests -- Multiple testing and binary classification -- Multiple testing and model selection -- Software solutions for multiple hypotheses testing -- Part II From Genotype to Phenotype -- Genetic association studies -- Gene expression analyses -- Functional magnetic resonance imaging -- Part III Further Applications in the Life Sciences -- Further life science applications.This monograph will provide an in-depth mathematical treatment of modern multiple test procedures controlling the false discovery rate (FDR) and related error measures, particularly addressing applications to fields such as genetics, proteomics, neuroscience and general biology. The book will also include a detailed description how to implement these methods in practice. Moreover, new developments focusing on non-standard assumptions are also included, especially multiple tests for discrete data. The book primarily addresses researchers and practitioners but will also be beneficial for graduate students.BiometryStatisticsBiomathematicsData miningBiomedical engineeringBiostatisticsStatistical Theory and MethodsMathematical and Computational BiologyData Mining and Knowledge DiscoveryBiomedical Engineering and BioengineeringBiometry.Statistics.Biomathematics.Data mining.Biomedical engineering.Biostatistics.Statistical Theory and Methods.Mathematical and Computational Biology.Data Mining and Knowledge Discovery.Biomedical Engineering and Bioengineering.006.312519.5570570.15195Dickhaus Thorstenauthttp://id.loc.gov/vocabulary/relators/aut767932BOOK9910298317003321Simultaneous Statistical Inference2503019UNINA