03508nam 2201009z- 450 9910637784003321202212063-0365-5550-1(CKB)5470000001631697(oapen)https://directory.doabooks.org/handle/20.500.12854/94553(oapen)doab94553(EXLCZ)99547000000163169720202212d2022 |y 0engurmn|---annantxtrdacontentcrdamediacrrdacarrierBig Data Analytics and Information Science for Business and Biomedical Applications IIBaselMDPI - Multidisciplinary Digital Publishing Institute20221 online resource (196 p.)3-0365-5549-8 The analysis of big data in biomedical, business and financial research has drawn much attention from researchers worldwide. This collection of articles aims to provide a platform for an in-depth discussion of novel statistical methods developed for the analysis of Big Data in these areas. Both applied and theoretical contributions to these areas are showcased.Computer sciencebicsscInformation technology industriesbicsscasymptotic bias and riskbandwidth selectionBayesian modelingbig data adaptationbrain networkcancercausal structure learningchest X-ray imagesconsistencycorrelationdeep learningdividend estimationedge-preserving image denoisingFCI algorithmfMRIfunctional connectivityfunctional predictorfunctional principal component analysisfunctional regressiongestational weighthigh dimensionalityhigh-dimensional dataHuman Connectome Projectimage sequenceinfant birth weightjoint modelingjump regression analysisLASSO estimationlinear mixed modellinear mixed-effects modellocal smoothinglongitudinal datalung diseasesmaternal weight gainmobile devicemulticollinearitynetwork analysisnonparametric regressionnonparametric testingonline health communityoptions marketsPC algorithmpretest and shrinkage estimationpretrained neural networksridge estimationsocial supportsparse group regularizationspatio-temporal datastatisticstransfer learningwearable device dataweighted least squaresComputer scienceInformation technology industriesAhmed S. Ejazedt1062202Nathoo FaroukedtAhmed S. EjazothNathoo FaroukothBOOK9910637784003321Big Data Analytics and Information Science for Business and Biomedical Applications II3024067UNINA