Blessing of dimensionality: mathematical foundations of the statistical physics of data
The concentrations of measure phenomena were discovered as the mathematical background
to statistical mechanics at the end of the nineteenth/beginning of the twentieth century …
to statistical mechanics at the end of the nineteenth/beginning of the twentieth century …
Constructive methods of invariant manifolds for kinetic problems
The concept of the slow invariant manifold is recognized as the central idea underpinning a
transition from micro to macro and model reduction in kinetic theories. We present the …
transition from micro to macro and model reduction in kinetic theories. We present the …
[HTML][HTML] Reduction of dynamical biochemical reactions networks in computational biology
Biochemical networks are used in computational biology, to model mechanistic details of
systems involved in cell signaling, metabolism, and regulation of gene expression. Parametric …
systems involved in cell signaling, metabolism, and regulation of gene expression. Parametric …
[BOOK][B] Principal manifolds for data visualization and dimension reduction
In 1901, Karl Pearson [1] explained to the scientific community that the problem of data
approximation is (i) important and (ii) nice, and (iii) differs from the regression problem. He …
approximation is (i) important and (ii) nice, and (iii) differs from the regression problem. He …
Limits of the turbine efficiency for free fluid flow
AN Gorban', AM Gorlov… - J. Energy Resour …, 2001 - asmedigitalcollection.asme.org
An accurate estimate of the theoretical power limit of turbines in free fluid flows is important
because of growing interest in the development of wind power and zero-head water power …
because of growing interest in the development of wind power and zero-head water power …
[BOOK][B] Invariant manifolds for physical and chemical kinetics
… Alexander Gorban … This task makes up the central core of the very remarkable
monograph by Gorban and Karlin." … Gorban: Full Professor in Modeling & Simulation …
monograph by Gorban and Karlin." … Gorban: Full Professor in Modeling & Simulation …
[BOOK][B] Kinetic models of catalytic reactions
This book has been written by a group of mathematicians and chemists whose common
interest is in the complex dynamics of catalytic reactions. Based on developments in …
interest is in the complex dynamics of catalytic reactions. Based on developments in …
Method of invariant manifold for chemical kinetics
In this paper, we review the construction of low-dimensional manifolds of reduced description
for equations of chemical kinetics from the standpoint of the method of invariant manifold (…
for equations of chemical kinetics from the standpoint of the method of invariant manifold (…
[HTML][HTML] Single-cell trajectories reconstruction, exploration and mapping of omics data with STREAM
Single-cell transcriptomic assays have enabled the de novo reconstruction of lineage
differentiation trajectories, along with the characterization of cellular heterogeneity and state …
differentiation trajectories, along with the characterization of cellular heterogeneity and state …
Maximum entropy principle for lattice kinetic equations
The entropy maximum approach to constructing equilibria in lattice kinetic equations is revisited.
For a suitable entropy function, we derive explicitly the hydrodynamic local equilibrium, …
For a suitable entropy function, we derive explicitly the hydrodynamic local equilibrium, …