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pro vyhledávání: '"Lock, Eric"'
Data increasingly take the form of a multi-way array, or tensor, in several biomedical domains. Such tensors are often incompletely observed. For example, we are motivated by longitudinal microbiome studies in which several timepoints are missing for
Externí odkaz:
http://arxiv.org/abs/2410.23412
Autor:
Lock, Eric F.
Publikováno v:
Machine Learning, 2024
Data for several applications in diverse fields can be represented as multiple matrices that are linked across rows or columns. This is particularly common in molecular biomedical research, in which multiple molecular "omics" technologies may capture
Externí odkaz:
http://arxiv.org/abs/2408.00237
Autor:
Wang, Jiuzhou, Lock, Eric F.
Statistical approaches that successfully combine multiple datasets are more powerful, efficient, and scientifically informative than separate analyses. To address variation architectures correctly and comprehensively for high-dimensional data across
Externí odkaz:
http://arxiv.org/abs/2308.16333
Understanding of the pathophysiology of obstructive lung disease (OLD) is limited by available methods to examine the relationship between multi-omic molecular phenomena and clinical outcomes. Integrative factorization methods for multi-omic data can
Externí odkaz:
http://arxiv.org/abs/2211.16403
We develop a Bayesian approach to predict a continuous or binary outcome from data that are collected from multiple sources with a multi-way (i.e.. multidimensional tensor) structure. As a motivating example we consider molecular data from multiple '
Externí odkaz:
http://arxiv.org/abs/2208.03396
Autor:
Satrom, Katherine M., Wang, Jiuzhou, Lock, Eric F., Snook, Kirsten, Lund, Troy C., Rao, Raghavendra B.
Publikováno v:
In The Journal of Pediatrics November 2024 274
Autor:
Johnson, Kelsey E., Heisel, Timothy, Allert, Mattea, Fürst, Annalee, Yerabandi, Nikhila, Knights, Dan, Jacobs, Katherine M., Lock, Eric F., Bode, Lars, Fields, David A., Rudolph, Michael C., Gale, Cheryl A., Albert, Frank W., Demerath, Ellen W., Blekhman, Ran
Publikováno v:
In Cell Genomics 9 October 2024 4(10)
Publikováno v:
In Computational Statistics and Data Analysis September 2024 197
Modern data often take the form of a multiway array. However, most classification methods are designed for vectors, i.e., 1-way arrays. Distance weighted discrimination (DWD) is a popular high-dimensional classification method that has been extended
Externí odkaz:
http://arxiv.org/abs/2110.05377
Autor:
Sandri, Brian J, Kim, Jonathan, Lubach, Gabriele R, Lock, Eric F, Ennis-Czerniak, Kathleen, Kling, Pamela J, Georgieff, Michael K, Coe, Christopher L, Rao, Raghavendra B
Publikováno v:
In The Journal of Nutrition March 2024 154(3):875-885