Title
Time-lagged Ordered Lasso for network inference.
Abstract
We evaluated these approaches on simulated data for a repressilator, time-course data from past DREAM challenges, and a HeLa cell cycle dataset to show that they can produce accurate networks subject to the dynamics and assumptions of the time-lagged Ordered Lasso regression.
Year
DOI
Venue
2018
10.1186/s12859-018-2558-7
BMC bioinformatics
Keywords
Field
DocType
Gene network reconstruction,Gene regulation,Lasso,Network inference,Penalized regression,Regularization,Time course data
Monotonic function,Data mining,Time point,Regression,Biology,Inference,Lasso (statistics),Repressilator,Regularization (mathematics),Gene regulatory network,Genetics
Journal
Volume
Issue
ISSN
19
1
1471-2105
Citations 
PageRank 
References 
1
0.35
19
Authors
2
Name
Order
Citations
PageRank
Phan Nguyen121.04
Rosemary Braun278872.61