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The 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.

Humanities --- Social interaction --- high-dimensional --- nonlocal prior --- strong selection consistency --- estimation consistency --- generalized linear models --- high dimensional predictors --- model selection --- stepwise regression --- deep learning --- financial time series --- causal and dilated convolutional neural networks --- nuisance --- post-selection inference --- missingness mechanism --- regularization --- asymptotic theory --- unconventional likelihood --- high dimensional time-series --- segmentation --- mixture regression --- sparse PCA --- entropy-based robust EM --- information complexity criteria --- high dimension --- multicategory classification --- DWD --- sparse group lasso --- L2-consistency --- proximal algorithm --- abdominal aortic aneurysm --- emulation --- Medicare data --- ensembling --- high-dimensional data --- Lasso --- elastic net --- penalty methods --- prediction --- random subspaces --- ant colony system --- bayesian spatial mixture model --- inverse problem --- nonparamteric boostrap --- EEG/MEG data --- feature representation --- feature fusion --- trend analysis --- text mining

Choose an application

• Reference Manager
• EndNote
• RefWorks (Direct export to RefWorks)

The 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.

Humanities --- Social interaction --- high-dimensional --- nonlocal prior --- strong selection consistency --- estimation consistency --- generalized linear models --- high dimensional predictors --- model selection --- stepwise regression --- deep learning --- financial time series --- causal and dilated convolutional neural networks --- nuisance --- post-selection inference --- missingness mechanism --- regularization --- asymptotic theory --- unconventional likelihood --- high dimensional time-series --- segmentation --- mixture regression --- sparse PCA --- entropy-based robust EM --- information complexity criteria --- high dimension --- multicategory classification --- DWD --- sparse group lasso --- L2-consistency --- proximal algorithm --- abdominal aortic aneurysm --- emulation --- Medicare data --- ensembling --- high-dimensional data --- Lasso --- elastic net --- penalty methods --- prediction --- random subspaces --- ant colony system --- bayesian spatial mixture model --- inverse problem --- nonparamteric boostrap --- EEG/MEG data --- feature representation --- feature fusion --- trend analysis --- text mining --- high-dimensional --- nonlocal prior --- strong selection consistency --- estimation consistency --- generalized linear models --- high dimensional predictors --- model selection --- stepwise regression --- deep learning --- financial time series --- causal and dilated convolutional neural networks --- nuisance --- post-selection inference --- missingness mechanism --- regularization --- asymptotic theory --- unconventional likelihood --- high dimensional time-series --- segmentation --- mixture regression --- sparse PCA --- entropy-based robust EM --- information complexity criteria --- high dimension --- multicategory classification --- DWD --- sparse group lasso --- L2-consistency --- proximal algorithm --- abdominal aortic aneurysm --- emulation --- Medicare data --- ensembling --- high-dimensional data --- Lasso --- elastic net --- penalty methods --- prediction --- random subspaces --- ant colony system --- bayesian spatial mixture model --- inverse problem --- nonparamteric boostrap --- EEG/MEG data --- feature representation --- feature fusion --- trend analysis --- text mining

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• Reference Manager
• EndNote
• RefWorks (Direct export to RefWorks)

Meteorology --- Deutscher Wetterdienst --- Aerology --- Germany (West). --- Germany (Federal Republic, 1949- ). --- Anstalt Deutscher Wetterdienst --- Bundesanstalt Deutscher Wetterdienst --- DWD --- German Meteorological Service --- Germany. --- Earth sciences --- Atmosphere --- Deutscher Wetterdienst in der U.S. Zone --- Meteorologisches Amt für Nordwestdeutschland --- Meteorologischer Dienst der Deutschen Demokratischen Republik --- Meteorology. --- Deutscher Wetterdienst. --- Germany (West) --- 1949 --- -Alemania Federal --- B.R.D. --- Batı Almanya --- Bondsrepubliek Duitsland --- BRD --- Bundesrepublik Deutschland --- F.R.G. --- Federal Almanya --- Federal Republic of Germany --- Federativnai͡a Respublika Germanii --- FRG --- G.F.R. --- German Federal Republic --- Germanskai͡a Federalʹnai͡a Respublika --- Germany --- GFR --- Hsi-te cheng fu --- Ḥukūmat Almānyā al-Ittiḥādīyah --- N.R.F. --- N.S.R. --- N.Sz.K. --- Nĕmecká spolková republika --- Német Szövetségi Köztársaság --- Niemiecka Republika Federalna --- NRF --- NSR --- NSzK --- R.F.A. --- R.F.N. --- Repubblica federale di Germania --- Repubblica federale tedesca --- República Federal de Alemania --- Republik Federasi Jerman --- Republika Federalna Niemiec --- Republiḳah ha-federalit ha-Germanit --- République fédérale allemande --- République fédérale d'Allemagne --- RFA --- RFN --- Te-i-chih lien pang kung ho kuo --- Tyske forbundsrepublik --- West Germany --- Western Germany --- Germany (East) --- Alemania --- Ashkenaz --- Bu̇gd Naĭramdakh German Uls --- Deutsches Reich --- Deutschland --- Federalʹna Respublika Nimechchyny --- FRN --- German Uls --- Germania --- Germanii͡ --- Germanyah --- Gjermani --- Grossdeutsches Reich --- Jirmānīya --- KhBNGU --- Kholboony Bu̇gd Naĭramdakh German Uls --- Nimechchyna --- Repoblika Federalin'i Alemana --- República de Alemania --- Republika Federal Alemmana --- Vācij --- Veĭmarskai͡a Respublika --- Weimar Republic --- Weimarer Republik --- Europe --- Atmospheric science --- Doitsu --- Doitsu Renpō Kyōwakoku --- Germanii︠a︡ --- Vācijā --- Veĭmarskai︠a︡ Respublika --- Bu̇gd Naĭramdakh German Uls --- Deguo --- Doitsu Renpō Kyōwakoku --- Federalʹna Respublika Nimechchyny --- Gėrman --- Germanii︠a︡ --- Jirmānīya --- Kholboony Bu̇gd Naĭramdakh German Uls --- República de Alemania --- República Federal de Alemania --- Vācijā --- Veĭmarskai︠a︡ Respublika --- Gėrman