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Journal of Computational Physics, ISSN 0021-9991, 09/2018, Volume 368, pp. 131 - 153
A computational framework based on nonlinear direct-adjoint looping is presented for optimizing mixing strategies for binary fluid systems. The governing... 
Adjoint method | Mixing | Penalization | Optimization | NATURAL VENTILATION | BRINKMAN PENALIZATION | PHYSICS, MATHEMATICAL | MICROMIXERS | CHAOTIC ADVECTION | SPECTRAL METHOD | MECHANICS | COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS | VOLUME PENALIZATION | FLOWS | PENALIZATION METHOD | OBSTACLES
Journal Article
Computational Statistics and Data Analysis, ISSN 0167-9473, 09/2016, Volume 101, pp. 226 - 235
Journal Article
Journal of the American Statistical Association, ISSN 0162-1459, 01/2017, Volume 112, Issue 517, pp. 342 - 350
For data with high-dimensional covariates but small sample sizes, the analysis of single datasets often generates unsatisfactory results. The integrative... 
Integrative analysis | 0 | Sparsity structure | penalization | Cancer genomic data | L | Variable selection | PROGNOSIS | STATISTICS & PROBABILITY | PARAMETERS | CANCER | L-0 penalization | LIKELIHOOD | integrative analysis | sparsity structure | variable selection | cancer genomic data | L0 penalization
Journal Article
Computational Statistics and Data Analysis, ISSN 0167-9473, 2007, Volume 52, Issue 1, pp. 374 - 393
Journal Article
Stochastic Processes and their Applications, ISSN 0304-4149, 09/2019
Journal Article
Statistics and Probability Letters, ISSN 0167-7152, 04/2017, Volume 123, pp. 88 - 92
For a suitably chosen ridge penalty parameter, the ridge regression estimator uniformly dominates the maximum likelihood regression estimator in terms of the... 
Multivariate normal | [formula omitted]-penalization | Inverse covariance matrix | penalization
Journal Article
Journal of Multivariate Analysis, ISSN 0047-259X, 09/2013, Volume 120, pp. 135 - 151
In this paper, the high-dimensional sparse linear regression model is considered, where the overall number of variables is larger than the number of... 
High dimensional regression | LAD estimator | [formula omitted] penalization | Variable selection | penalization
Journal Article
Computational Statistics and Data Analysis, ISSN 0167-9473, 02/2016, Volume 94, pp. 275 - 286
Journal Article
Biometrika, ISSN 0006-3444, 3/2013, Volume 100, Issue 1, pp. 139 - 156
Motivated by analysis of genetical genomics data, we introduce a sparse high-dimensional multivariate regression model for studying conditional independence... 
penalization | Multivariate regression | Constrained ℓ | Gaussian graphical model | High dimensionality | Constrained l penalization | SPARSE | STATISTICS & PROBABILITY | NETWORKS | VARIABLE SELECTION | LASSO | BIOLOGY | MATHEMATICAL & COMPUTATIONAL BIOLOGY | REGULARIZATION | EXPRESSION | high-dimensionality | multivariate regression | Constrained ℓ1 penalization
Journal Article
International Journal of Forecasting, ISSN 0169-2070, 07/2012, Volume 28, Issue 3, pp. 722 - 738
Many present day applications of statistical learning involve large numbers of predictor variables. Often, that number is much larger than the number of cases... 
Sparsity | Lasso | Classification | Regression | Elastic net | [formula omitted]-norm penalization | Regularization | Variable selection | Bridge-regression | norm penalization | MANAGEMENT | l(p)-norm penalization | LOGISTIC-REGRESSION | ALGORITHMS | SHRINKAGE | ECONOMICS | Analysis | Algorithms
Journal Article
Best practice & research. Clinical obstetrics & gynaecology, ISSN 1521-6934, 05/2019
This chapter reviews the evolving consensus in international human rights law, first supporting the liberalization of criminal abortion laws to improve access... 
Journal Article
Computational Statistics and Data Analysis, ISSN 0167-9473, 11/2016, Volume 103, pp. 284 - 303
Journal Article
SIAM Journal on Scientific Computing, ISSN 1064-8275, 2018, Volume 40, Issue 5, pp. A3636 - A3674
Journal Article
Nonlinear Analysis, ISSN 0362-546X, 12/2019, Volume 189, p. 111561
In this paper we consider the following nonlocal fractional variational inequality where is a smooth bounded open set with continuous boundary , , , is a real... 
Penalization method | Variational methods | Fractional Laplacian | Variational inequalities
Journal Article
Notizie di Politeia, ISSN 1128-2401, 2017, Volume 33, Issue 125, pp. 94 - 104
Journal Article
Journal of Multivariate Analysis, ISSN 0047-259X, 07/2018, Volume 166, pp. 1 - 16
In the analysis of data with high-dimensional covariates and small sample sizes, dimension reduction techniques have been extensively employed. Principal... 
Integrative analysis | Sparse PCA | 62H25 | Contrasted penalization | CONSISTENCY | PENALIZATION | STATISTICS & PROBABILITY | MODEL | CANCER | HIGH DIMENSION | PCA
Journal Article
Journal of Multivariate Analysis, ISSN 0047-259X, 11/2019, Volume 174, p. 104529
This paper studies integrative analysis of multiple units in the context of high-dimensional linear regression. We consider the case where a fraction of the... 
Homogeneity | Heterogeneity | Sparsity | Oracle property | Massive data | Concave penalization
Journal Article
Computers and Mathematics with Applications, ISSN 0898-1221, 01/2018, Volume 75, Issue 1, pp. 199 - 217
We propose a new method for analyzing the limit (safe) load of elastoplastic media governed by the Hencky plasticity law and deduce fully computable bounds of... 
Divergence free fields | Hencky’s plasticity | Computable bounds | Penalization | Limit load
Journal Article
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