arrow
返回

Interpretable multi-modal data integration

delete2022-01-31
delete4
PRE
AI
D
Daniel Osorio *
DOI:10.1038/s43588-021-00186-wdelete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
Integrating multi-modal features is challenging due to the differences in the underlying distributions of each data type and the nonlinear associations across modalities. The deepManReg model improves the identification and interpretability of associations between modalities defining complex phenotypes.
Keyword:
OMICS

期刊

Nature Computational Science 封面图
Nature Computational Science
IF:
18.3
论文数:
3.1K
被引数:
4.0K

机构

U
university of oslo
学者数:
4.2W
论文数: 3.5W
被引数: 53
引用论文

引用论文

err分享
err收藏
Eleven grand challenges in single-cell data science单细胞数据科学的11大挑战
err2020-02-07
err733
errOAAI
errLaehnemann, David; Koester, Johannes; Szczurek, Ewa; McCarthy, Davis J.; Hicks, Stephanie C.; Robinson, Mark D.; Vallejos, Catalina A.; Campbell, Kieran R.; Beerenwinkel, Niko; Mahfouz, Ahmed; Pinello, Luca; Skums, Pavel; Stamatakis, Alexandros; Attolini, Camille Stephan-Otto; Aparicio, Samuel; Baaijens, Jasmijn; Balvert, Marleen; de Barbanson, Buys; Cappuccio, Antonio; Corleone, Giacomo; Dutilh, Bas E.; Florescu, Maria; Guryev, Victor; Holmer, Rens; Jahn, Katharina; Lobo, Thamar Jessurun; Keizer, Emma M.; Khatri, Indu; Kielbasa, Szymon M.; Korbel, Jan O.; Kozlov, Alexey M.; Kuo, Tzu-Hao; Lelieveldt, Boudewijn P. F.; Mandoiu, Ion I.; Marioni, John C.; Marschall, Tobias; Moelder, Felix; Niknejad, Amir; Raczkowski, Lukasz; Reinders, Marcel; de Ridder, Jeroen; Saliba, Antoine-Emmanuel; Somarakis, Antonios; Stegle, Oliver; Theis, Fabian J.; Yang, Huan; Zelikovsky, Alex; McHardy, Alice C.; Raphael, Benjamin J.; Shah, Sohrab P.; Schonhuth, Alexander
err分享
err收藏
err分享
err收藏
Multimodal profiling of single-cell morphology, electrophysiology, and gene expression using Patch-seq
err2017-11-16
err108
errOAAI
errCadwell, Cathryn R.; Scala, Federico; Li, Shuang; Livrizzi, Giulia; Shen, Shan; Sandberg, Rickard; Jiang, Xiaolong; Tolias, Andreas S.
err分享
err收藏
Single-cell multimodal omics: the power of many
err2020-01-06
err286
PREAI
errZhu, Chenxu; Preissl, Sebastian; Ren, Bing
err分享
err收藏
err分享
err收藏
Computational methods for single-cell omics across modalities
err2020-01-06
err129
PREAI
errEfremova, Mirjana; Teichmann, Sarah A.
err分享
err收藏
没有更多内容