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Journal of the American Statistical Association, ISSN 0162-1459, 07/2017, Volume 112, Issue 519, pp. 1131 - 1146
Journal Article
Econometrica, ISSN 0012-9682, 01/2017, Volume 85, Issue 1, pp. 173 - 195
Journal Article
Journal Article
2000, Quantitative applications in the social sciences, a Sage university papers series, ISBN 0761921893, Volume no. 07-131., vi, 83
Book
2002, 2nd ed., Wiley series in probability and statistics., ISBN 047136357X, xiii, 439
Contains additional discussion and examples on left truncation as well as material on more general censoring and truncation patterns. Introduces the martingale... 
Failure time data analysis | Survival analysis (Biometry) | Regression analysis
Book
Journal of Computational and Graphical Statistics, ISSN 1061-8600, 07/2018, Volume 27, Issue 3, pp. 638 - 647
I propose a framework for the linear prediction of a multiway array (i.e., a tensor) from another multiway array of arbitrary dimension, using the contracted... 
Ridge regression | PARAFAC/CANDECOMP | Reduced rank regression | Multiway data | RIDGE-REGRESSION | RECOGNITION | DECOMPOSITION | STATISTICS & PROBABILITY | RELATIONAL DATA | EXPRESSION | ARRAYS | FMRI | CANDECOMP | reduced rank regression | PARAFAC | ridge regression
Journal Article
by She, Y and Chen, K
Biometrika, ISSN 0006-3444, 09/2017, Volume 104, Issue 3, pp. 633 - 647
In high-dimensional multivariate regression problems, enforcing low rank in the coefficient matrix offers effective dimension reduction, which greatly... 
Robust estimation | Non-asymptotic analysis | Sparsity | Low-rank matrix approximation | CONVEX RELAXATION | ALGORITHM | STATISTICS & PROBABILITY | GENERALIZED LINEAR-MODELS | VARIABLE SELECTION | NUCLEAR-NORM PENALIZATION | OPTIMAL RATES | ESTIMATORS | MATRICES | BIOLOGY | MATHEMATICAL & COMPUTATIONAL BIOLOGY
Journal Article
Journal of Statistical Planning and Inference, ISSN 0378-3758, 06/2017, Volume 185, pp. 41 - 55
We introduce a rank-based bent linear regression with an unknown change point. Using a linear reparameterization technique, we propose a rank-based estimate... 
Bent line regression | Weighted CUSUM test | Change point | Robust estimation | Rank-based regression | STRUCTURAL-CHANGE | STATISTICS & PROBABILITY | QUANTILE REGRESSION | INFERENCE | THRESHOLD | CHANGE-POINT | MODELS | HYPOTHESIS | COEFFICIENTS | 2 SEPARATE REGIMES | PARAMETER
Journal Article
Journal Article
Journal of the American Statistical Association, ISSN 0162-1459, 12/2009, Volume 104, Issue 488, pp. 1440 - 1453
Journal Article
Biostatistics, ISSN 1465-4644, 07/2016, Volume 17, Issue 3, pp. 468 - 483
Journal Article
Journal of the American Statistical Association, ISSN 0162-1459, 06/2008, Volume 103, Issue 482, pp. 637 - 649
Journal Article
Journal of Computational and Graphical Statistics, ISSN 1061-8600, 10/2017, Volume 26, Issue 4, pp. 814 - 825
Journal Article
Biometrika, ISSN 0006-3444, 2015, Volume 102, Issue 2, pp. 439 - 456
We incorporate the nascent idea of envelopes (Cook et al., Statist. Sinica 20, 927-1010) into reduced-rank regression by proposing a reduced-rank envelope... 
Envelope model; Grassmannian; Reduced-rank regression | Reduced-rank regression | MODELS | ASYMPTOTIC THEORY | MATRICES | BIOLOGY | MATHEMATICAL & COMPUTATIONAL BIOLOGY | Grassmannian | Envelope model | STATISTICS & PROBABILITY | SELECTION | ESTIMATOR | Studies | Parameter estimation | Mathematical models | Regression analysis
Journal Article
Journal of the Royal Statistical Society: Series B (Statistical Methodology), ISSN 1369-7412, 02/2019, Volume 81, Issue 1, pp. 145 - 161
Journal Article