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Daniela Witten
Daniela Witten
Professor of Statistics & Biostatistics, Dorothy Gilford Endowed Chair, University of Washington
u.washington.eduÀÇ À̸ÞÀÏ È®ÀÎµÊ - ȨÆäÀÌÁö
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An introduction to statistical learning
G James, D Witten, T Hastie, R Tibshirani
springer, 2013
27527*2013
A general framework for estimating the relative pathogenicity of human genetic variants
M Kircher, DM Witten, P Jain, BJ O'roak, GM Cooper, J Shendure
Nature genetics 46 (3), 310-315, 2014
65852014
CADD: predicting the deleteriousness of variants throughout the human genome
P Rentzsch, D Witten, GM Cooper, J Shendure, M Kircher
Nucleic acids research 47 (D1), D886-D894, 2019
32692019
A penalized matrix decomposition, with applications to sparse principal components and canonical correlation analysis
DM Witten, R Tibshirani, T Hastie
Biostatistics 10 (3), 515-534, 2009
18602009
The joint graphical lasso for inverse covariance estimation across multiple classes
P Danaher, P Wang, DM Witten
Journal of the Royal Statistical Society Series B: Statistical Methodology ¡¦, 2014
10482014
A framework for feature selection in clustering
DM Witten, R Tibshirani
Journal of the American Statistical Association 105 (490), 713-726, 2010
8482010
Sparse discriminant analysis
L Clemmensen, T Hastie, D Witten, B Ersb©ªll
Technometrics 53 (4), 406-413, 2011
7122011
Extensions of sparse canonical correlation analysis with applications to genomic data
DM Witten, RJ Tibshirani
Statistical applications in genetics and molecular biology 8 (1), 2009
6422009
Massively parallel functional dissection of mammalian enhancers in vivo
RP Patwardhan, JB Hiatt, DM Witten, MJ Kim, RP Smith, D May, C Lee, ...
Nature biotechnology 30 (3), 265-270, 2012
6322012
Penalized classification using Fisher¡¯s linear discriminant
DM Witten, R Tibshirani
Journal of the Royal Statistical Society Series B: Statistical Methodology ¡¦, 2011
5202011
Normalization, testing, and false discovery rate estimation for RNA-sequencing data
J Li, DM Witten, IM Johnstone, R Tibshirani
Biostatistics 13 (3), 523-538, 2012
4552012
New insights and faster computations for the graphical lasso
DM Witten, JH Friedman, N Simon
Journal of Computational and Graphical Statistics 20 (4), 892-900, 2011
4342011
Hierarchical maintenance of MLL myeloid leukemia stem cells employs a transcriptional program shared with embryonic rather than adult stem cells
TCP Somervaille, CJ Matheny, GJ Spencer, M Iwasaki, JL Rinn, ...
Cell stem cell 4 (2), 129-140, 2009
4032009
An introduction to statistical learning: With applications in python
G James, D Witten, T Hastie, R Tibshirani, J Taylor
Springer Nature, 2023
389*2023
The Stanford Integrated Psychosocial Assessment for Transplantation (SIPAT): a new tool for the psychosocial evaluation of pre-transplant candidates
JR Maldonado, HC Dubois, EE David, Y Sher, S Lolak, J Dyal, D Witten
Psychosomatics 53 (2), 123-132, 2012
3772012
A large-scale standardized physiological survey reveals functional organization of the mouse visual cortex
SEJ de Vries, JA Lecoq, MA Buice, PA Groblewski, GK Ocker, M Oliver, ...
Nature neuroscience 23 (1), 138-151, 2020
344*2020
A systematic comparison reveals substantial differences in chromosomal versus episomal encoding of enhancer activity
F Inoue, M Kircher, B Martin, GM Cooper, DM Witten, MT McManus, ...
Genome research 27 (1), 38-52, 2017
3352017
Covariance-regularized regression and classification for high dimensional problems
DM Witten, R Tibshirani
Journal of the Royal Statistical Society Series B: Statistical Methodology ¡¦, 2009
3092009
Modeling microbial abundances and dysbiosis with beta-binomial regression
BD Martin, D Witten, AD Willis
The annals of applied statistics 14 (1), 94, 2020
3032020
MicroRNA expression profiles associated with mutational status and survival in malignant melanoma
S Caramuta, S Egyházi, M Rodolfo, D Witten, J Hansson, C Larsson, ...
Journal of Investigative Dermatology 130 (8), 2062-2070, 2010
2922010
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