LEADER 03251nam 2200949z- 450 001 9910557614803321 005 20231214133400.0 035 $a(CKB)5400000000045254 035 $a(oapen)https://directory.doabooks.org/handle/20.500.12854/79592 035 $a(EXLCZ)995400000000045254 100 $a20202203d2022 |y 0 101 0 $aeng 135 $aurmn|---annan 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aBig Data Analytics and Information Science for Business and Biomedical Applications 210 $aBasel$cMDPI - Multidisciplinary Digital Publishing Institute$d2022 215 $a1 electronic resource (246 p.) 311 $a3-0365-3193-9 311 $a3-0365-3192-0 330 $aThe analysis of Big Data in biomedical as well as business and financial research has drawn much attention from researchers worldwide. This book provides a platform for the deep discussion of state-of-the-art statistical methods developed for the analysis of Big Data in these areas. Both applied and theoretical contributions are showcased. 606 $aHumanities$2bicssc 606 $aSocial interaction$2bicssc 610 $ahigh-dimensional 610 $anonlocal prior 610 $astrong selection consistency 610 $aestimation consistency 610 $ageneralized linear models 610 $ahigh dimensional predictors 610 $amodel selection 610 $astepwise regression 610 $adeep learning 610 $afinancial time series 610 $acausal and dilated convolutional neural networks 610 $anuisance 610 $apost-selection inference 610 $amissingness mechanism 610 $aregularization 610 $aasymptotic theory 610 $aunconventional likelihood 610 $ahigh dimensional time-series 610 $asegmentation 610 $amixture regression 610 $asparse PCA 610 $aentropy-based robust EM 610 $ainformation complexity criteria 610 $ahigh dimension 610 $amulticategory classification 610 $aDWD 610 $asparse group lasso 610 $aL2-consistency 610 $aproximal algorithm 610 $aabdominal aortic aneurysm 610 $aemulation 610 $aMedicare data 610 $aensembling 610 $ahigh-dimensional data 610 $aLasso 610 $aelastic net 610 $apenalty methods 610 $aprediction 610 $arandom subspaces 610 $aant colony system 610 $abayesian spatial mixture model 610 $ainverse problem 610 $anonparamteric boostrap 610 $aEEG/MEG data 610 $afeature representation 610 $afeature fusion 610 $atrend analysis 610 $atext mining 615 7$aHumanities 615 7$aSocial interaction 700 $aAhmed$b S. Ejaz$4edt$01062202 702 $aNathoo$b Farouk$4edt 702 $aAhmed$b S. Ejaz$4oth 702 $aNathoo$b Farouk$4oth 906 $aBOOK 912 $a9910557614803321 996 $aBig Data Analytics and Information Science for Business and Biomedical Applications$93027101 997 $aUNINA