The research of complex networks and systems. The analysis of networks has received a major boost caused by the widespread availability of huge network data resources in the last years. One of the most surprising findings, popularized by Albert-László Barabási and his team, is that real networks behave very distinct from traditional assumptions of network theory.

Thus, the subspace in the original data space which is described by all nonlinear components is also curved.

Max Planck Institute of Molecular Plant Physiology. Approaches to analyse and interpret biological profile data. University of Potsdam, Germany. Advances in biotechnologies rapidly increase the number of molecules of a cell which can be observed simultaneously. This includes expression levels of thousands or ten-thousands of genes as well as concentration levels of metabolites or proteins. The full text PDF version.

Study of microbial communities directly from environmental samples, including. Skin, mouth, and gut samples to understand human related diseases,. Soil samples to study plant soil-microbe interactions, and. What is a microbiome? Includes also the entire collection of microbial genes provided by these microbial communities.

Nonlinear PCA toolbox for MATLAB. Nonlinear PCA toolbox for MATLAB.