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Title:

Directed Graphical Models and Causal Discovery for Zero-Inflated Data

Document type:
Konferenzbeitrag
Author(s):
Yu, Shiqing; Drton, Mathias; Shojaie, Ali
Pages contribution:
27-67
Abstract:
With advances in technology, gene expression measurements from single cells can be used to gain refined insights into regulatory relationships among genes. Directed graphical models are well-suited to explore such (cause-effect) relationships. However, statistical analyses of single cell data are complicated by the fact that the data often show zero-inflated expression patterns. To address this challenge, we propose directed graphical models that are based on Hurdle conditional distributions par...     »
Dewey Decimal Classification:
510 Mathematik
Editor:
van der Schaar, Mihaela; Zhang, Cheng; Janzing, Dominik
Book / Congress title:
Proceedings of Machine Learning Research
Congress (additional information):
Proceedings of the Second Conference on Causal Learning and Reasoning
Volume:
Volume 213
Organization:
University of Cambridge, UK
Date of congress:
11. - 14. April 2023
Publisher:
ML Research Press
Date of publication:
10.08.2023
Year:
2023
Quarter:
3. Quartal
Year / month:
2023-08
Month:
Aug
E-ISBN:
1938-7228
Bookseries ISSN:
2640-3498
Language:
en
Publication format:
WWW
WWW:
Proceedings of Machine Learning Research
Semester:
SS 23
TUM Institution:
Lehrstuhl für Mathematische Statistik
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