Stress is now recognized as a universal premorbid factor associated with many risk factors
of various chronic diseases. Acute stress may induce an individual's adaptive response to …

Canonical correlation analysis is a family of multivariate statistical methods for the analysis
of paired sets of variables. Since its proposition, canonical correlation analysis has, for …

Motivation In the continuously expanding omics era, novel computational and statistical
strategies are needed for data integration and identification of biomarkers and molecular …

The Internet of Things (IoT) is set to become one of the key technological developments of
our times provided we are able to realize its full potential. The number of objects connected …

Background Each omics platform is now able to generate a large amount of data. Genomics,
proteomics, metabolomics, interactomics are compiled at an ever increasing pace and now …

Motivation: With the availability of many 'omics' data, such as transcriptomics, proteomics or
metabolomics, the integrative or joint analysis of multiple datasets from different technology …

With the recent developments in the field of multi-omics integration, the interest in factors
such as data preprocessing, choice of the integration method and the number of different …

Background In the context of systems biology, few sparse approaches have been proposed
so far to integrate several data sets. It is however an important and fundamental issue that …

Background Rapid computational and technological developments made large amounts of
omics data available in different biological levels. It is becoming clear that simultaneous data …

The emergence of functional phenomics signifies the rebirth of physiology as a 21st century
science through the use of advanced sensing technologies and big data analytics …