A Robust Method for Inferring Network Structures
Sign Up to like & getrecommendations! Published in 2017 at "Scientific Reports"
DOI: 10.1038/s41598-017-04725-2
Abstract: Inferring the network structure from limited observable data is significant in molecular biology, communication and many other areas. It is challenging, primarily because the observable data are sparse, finite and noisy. The development of machine… read more here.
Keywords: network; robust method; inferring network; structure ... See more keywords
Inferring Network Structure from Cascades
Sign Up to like & getrecommendations! Published in 2017 at "Physical Review E"
DOI: 10.1103/physreve.96.012319
Abstract: Many physical, biological, and social phenomena can be described by cascades taking place on a network. Often, the activity can be empirically observed, but not the underlying network of interactions. In this paper we offer… read more here.
Keywords: network structure; network; inferring network; structure ... See more keywords
Inferring network structure in non-normal and mixed discrete-continuous genomic data.
Sign Up to like & getrecommendations! Published in 2018 at "Biometrics"
DOI: 10.1111/biom.12711
Abstract: Inferring dependence structure through undirected graphs is crucial for uncovering the major modes of multivariate interaction among high-dimensional genomic markers that are potentially associated with cancer. Traditionally, conditional independence has been studied using sparse Gaussian… read more here.
Keywords: network structure; non normal; inferring network; structure ... See more keywords