A network synthesis model for generating protein interaction network families

SME Sahraeian, BJ Yoon - 2012 - journals.plos.org
In this work, we introduce a novel network synthesis model that can generate families of
evolutionarily related synthetic protein–protein interaction (PPI) networks. Given an …

GASOLINE: a greedy and stochastic algorithm for optimal local multiple alignment of interaction networks

G Micale, A Pulvirenti, R Giugno, A Ferro - PloS one, 2014 - journals.plos.org
The analysis of structure and dynamics of biological networks plays a central role in
understanding the intrinsic complexity of biological systems. Biological networks have been …

Comparative analysis of biological networks: Hidden markov model and markov chain-based approach

BJ Yoon, X Qian, SME Sahraeian - IEEE Signal Processing …, 2011 - ieeexplore.ieee.org
This study reviewed the application of Markov models to various comparative network
analysis problems which provides a powerful means of gaining novel system-level …

Biological network querying techniques: analysis and comparison

V Fionda, L Palopoli - Journal of Computational Biology, 2011 - liebertpub.com
Research in systems biology has made available large amounts of data about interactions
among cell building blocks (eg, proteins, genes). To properly look up these data and mine …

Characterizing co-expression networks underpinning maize stalk rot virulence in Fusarium verticillioides through computational subnetwork module analyses

MS Kim, H Zhang, H Yan, BJ Yoon, WB Shim - Scientific Reports, 2018 - nature.com
Fusarium verticillioides is recognized as an important stalk rot pathogen of maize worldwide,
but our knowledge of genetic mechanisms underpinning this pathosystem is limited …

Effective identification of conserved pathways in biological networks using hidden Markov models

X Qian, BJ Yoon - PLoS One, 2009 - journals.plos.org
Background The advent of various high-throughput experimental techniques for measuring
molecular interactions has enabled the systematic study of biological interactions on a …

RESQUE: Network reduction using semi-Markov random walk scores for efficient querying of biological networks

SME Sahraeian, BJ Yoon - Bioinformatics, 2012 - academic.oup.com
Motivation: Recent technological advances in measuring molecular interactions have
resulted in an increasing number of large-scale biological networks. Translation of these …

Asymmetric comparison and querying of biological networks

N Ferraro, L Palopoli, S Panni… - IEEE/ACM Transactions …, 2011 - ieeexplore.ieee.org
Comparing and querying the protein-protein interaction (PPI) networks of different
organisms is important to infer knowledge about conservation across species. Known …

An efficient network querying method based on conditional random fields

Q Huang, LY Wu, XS Zhang - Bioinformatics, 2011 - academic.oup.com
Motivation: A large amount of biomolecular network data for multiple species have been
generated by high-throughput experimental techniques, including undirected and directed …

Private predictions on hidden Markov models

H Polat, W Du, S Renckes, Y Oysal - Artificial Intelligence Review, 2010 - Springer
Abstract Hidden Markov models (HMMs) are widely used in practice to make predictions.
They are becoming increasingly popular models as part of prediction systems in finance …