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20032010
most citedLeast Dependent Component Analysis Based on Mutual Information

199 citations · 499 across the 8 of their papers we have counts for

collaborators

8 papers

physics.chem-ph2010★ 77 cited

Independent components in spectroscopic analysis of complex mixtures

Yulia B. Monakhova, Sergey A. Astakhov, Alexander Kraskov +1

We applied two methods of "blind" spectral decomposition (MILCA and SNICA) to quantitative and qualitative analysis of UV absorption spectra of several non-trivial mixture types. B…

astro-ph2007★ 39 cited

Production of trans-Neptunian binaries through chaos-assisted capture

Ernestine A. Lee, Sergey A. Astakhov, David Farrelly

The recent discovery of binary objects in the Kuiper-belt opens an invaluable window into past and present conditions in the trans-Neptunian part of the Solar System. For example,…

physics.chem-ph2006★ 51 cited

Monte Carlo Algorithm for Least Dependent Non-Negative Mixture Decomposition

Sergey A. Astakhov, Harald Stögbauer, Alexander Kraskov +1

We propose a simulated annealing algorithm (called SNICA for "stochastic non-negative independent component analysis") for blind decomposition of linear mixtures of non-negative so…

astro-ph2005★ 85 cited

Formation of Kuiper-belt binaries through multiple chaotic scattering encounters with low-mass intruders

Sergey A. Astakhov, Ernestine A. Lee, David Farrelly

The discovery that many trans-neptunian objects exist in pairs, or binaries, is proving invaluable for shedding light on the formation, evolution and structure of the outer Solar s…

physics.data-an2004★ 6 cited

Spectral Mixture Decomposition by Least Dependent Component Analysis

Sergey A. Astakhov, Harald Stögbauer, Alexander Kraskov +1

A recently proposed mutual information based algorithm for decomposing data into least dependent components (MILCA) is applied to spectral analysis, namely to blind recovery of con…

astro-ph2004★ 42 cited

Capture and escape in the elliptic restricted three-body problem

Sergey A. Astakhov, David Farrelly

Several families of irregular moons orbit the giant planets. These moons are thought to have been captured into planetocentric orbits after straying into a region in which the plan…