A primer to frequent itemset mining for bioinformatics

S Naulaerts, P Meysman, W Bittremieux… - Briefings in …, 2015 - academic.oup.com
Over the past two decades, pattern mining techniques have become an integral part of many
bioinformatics solutions. Frequent itemset mining is a popular group of pattern mining …

When is hub gene selection better than standard meta-analysis?

P Langfelder, PS Mischel, S Horvath - PloS one, 2013 - journals.plos.org
Since hub nodes have been found to play important roles in many networks, highly
connected hub genes are expected to play an important role in biology as well. However …

Comparative interactomics: comparing apples and pears?

L Kiemer, G Cesareni - Trends in biotechnology, 2007 - cell.com
The study of the complex web of interactions that link biological molecules in a cell is the
subject of interactomics–currently one of the fastest moving fields in molecular biology. The …

Structure and evolution of global cluster networks: evidence from the aerospace industry

E Turkina, A Van Assche, R Kali - Journal of economic …, 2016 - academic.oup.com
We use a new panel dataset to study the network of formal firm linkages within and across
52 aerospace clusters in North America and Europe. Our theoretical framework, built upon …

A new graph-based method for pairwise global network alignment

GW Klau - BMC bioinformatics, 2009 - Springer
Background In addition to component-based comparative approaches, network alignments
provide the means to study conserved network topology such as common pathways and …

The microbial network property as a bio-indicator of antibiotic transmission in the environment

Q Gao, S Gao, C Bates, Y Zeng, J Lei, H Su… - Science of the Total …, 2021 - Elsevier
Interspecies interaction is an essential mechanism for bacterial communities to develop
antibiotic resistance via horizontal gene transfer. Nonetheless, how bacterial interactions …

Algorithms for mining the evolution of conserved relational states in dynamic networks

R Ahmed, G Karypis - Knowledge and Information Systems, 2012 - Springer
Dynamic networks have recently being recognized as a powerful abstraction to model and
represent the temporal changes and dynamic aspects of the data underlying many complex …

Systematic discovery of functional modules and context-specific functional annotation of human genome

Y Huang, H Li, H Hu, X Yan, MS Waterman… - …, 2007 - academic.oup.com
Motivation: The rapid accumulation of microarray datasets provides unique opportunities to
perform systematic functional characterization of the human genome. We designed a graph …

Frequent subgraph mining algorithms in static and temporal graph-transaction settings: A survey

A Jazayeri, CC Yang - IEEE Transactions on Big Data, 2021 - ieeexplore.ieee.org
Networks are known as perfect tools for modeling various types of systems. In the literature
of network mining, frequent subgraph mining is considered as the essence of mining …

Assessing significance of connectivity and conservation in protein interaction networks

M Koyutürk, W Szpankowski, A Grama - Journal of Computational …, 2007 - liebertpub.com
Comparative analyses of cellular interaction networks enable understanding of the cell's
modular organization through identification of functional modules and complexes. These …