Graphical models via univariate exponential family distributions E Yang, P Ravikumar, GI Allen, Z Liu The Journal of Machine Learning Research 16 (1), 3813-3847, 2015 | 212 | 2015 |
Graphical models via generalized linear models E Yang, G Allen, Z Liu, P Ravikumar Advances in neural information processing systems 25, 2012 | 195 | 2012 |
A review of multivariate distributions for count data derived from the Poisson distribution DI Inouye, E Yang, GI Allen, P Ravikumar Wiley Interdisciplinary Reviews: Computational Statistics 9 (3), e1398, 2017 | 167 | 2017 |
A generalized least-square matrix decomposition GI Allen, L Grosenick, J Taylor Journal of the American Statistical Association 109 (505), 145-159, 2014 | 155 | 2014 |
TCGA2STAT: simple TCGA data access for integrated statistical analysis in R YW Wan, GI Allen, Z Liu Bioinformatics 32 (6), 952-954, 2016 | 153 | 2016 |
Transposable regularized covariance models with an application to missing data imputation GI Allen, R Tibshirani The Annals of Applied Statistics 4 (2), 764, 2010 | 152 | 2010 |
Sparse higher-order principal components analysis G Allen Artificial intelligence and statistics, 27-36, 2012 | 140 | 2012 |
Convex biclustering EC Chi, GI Allen, RG Baraniuk Biometrics 73 (1), 10-19, 2017 | 137 | 2017 |
Mixed Graphical Models via Exponential Families E Yang, Y Baker, P Ravikumar, G Allen, Z Liu Proceedings of the Seventeenth International Conference on Artificial …, 2014 | 136 | 2014 |
A Local Poisson Graphical Model for Inferring Networks From Sequencing Data GI Allen, Z Liu IEEE Transactions on NanoBioscience 12 (3), 189-198, 2013 | 118 | 2013 |
On Poisson graphical models E Yang, PK Ravikumar, GI Allen, Z Liu Advances in neural information processing systems 26, 2013 | 102 | 2013 |
Tensor network factorizations: Relationships between brain structural connectomes and traits Z Zhang, GI Allen, H Zhu, D Dunson Neuroimage 197, 330-343, 2019 | 94* | 2019 |
Automatic feature selection via weighted kernels and regularization GI Allen Journal of Computational and Graphical Statistics 22 (2), 284-299, 2013 | 91 | 2013 |
A log-linear graphical model for inferring genetic networks from high-throughput sequencing data GI Allen, Z Liu 2012 IEEE international conference on bioinformatics and biomedicine, 1-6, 2012 | 87 | 2012 |
Crowdsourced estimation of cognitive decline and resilience in Alzheimer's disease GI Allen, N Amoroso, C Anghel, V Balagurusamy, CJ Bare, D Beaton, ... Alzheimer's & Dementia 12 (6), 645-653, 2016 | 86 | 2016 |
Surgical outcomes and complications associated with presurgical tyrosine kinase inhibition for advanced renal cell carcinoma (RCC) LC Harshman, RJ Yu, GI Allen, S Srinivas, HS Gill, BI Chung Urologic Oncology: Seminars and Original Investigations 31 (3), 379-385, 2013 | 85 | 2013 |
Molecular pathway identification using biological network-regularized logistic models W Zhang, Y Wan, GI Allen, K Pang, ML Anderson, Z Liu BMC genomics 14, 1-8, 2013 | 78 | 2013 |
Sparse non-negative generalized PCA with applications to metabolomics GI Allen, M Maletić-Savatić Bioinformatics 27 (21), 3029-3035, 2011 | 78 | 2011 |
Imaging genetics via sparse canonical correlation analysis EC Chi, GI Allen, H Zhou, O Kohannim, K Lange, PM Thompson 2013 IEEE 10th International Symposium on Biomedical Imaging, 740-743, 2013 | 61 | 2013 |
Regularized partial least squares with an application to NMR spectroscopy GI Allen, C Peterson, M Vannucci, M Maletić‐Savatić Statistical Analysis and Data Mining: The ASA Data Science Journal 6 (4 …, 2013 | 54 | 2013 |