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SUMMARY:Heterogeneous anomalous transport in cellular and molecular biolog
 y - Mykola Korabel (University of Manchester)
DTSTART:20240906T104500Z
DTEND:20240906T110500Z
UID:TALK219148@talks.cam.ac.uk
DESCRIPTION:A wide variety of phenomena in cellular and molecular biology 
 involve anomalous transport\, where the statistical behavior of cell and m
 olecule motility deviates from the standard models of simple diffusion or 
 ballistic transport. Recent research has shown that anomalous transport is
  often heterogeneous in both time and space. Consequently\, using single a
 nomalous exponents and generalized diffusion coefficients fails to describ
 e many critical phenomena in these fields adequately. In this presentation
 \, I will provide a brief review of the heterogeneous anomalous transport 
 (HAT) field\, focusing on the main theoretical tools for data analysis\, s
 uch as robust statistical methods\, analytic theory\, and generative theor
 etical models based on simulations. Special emphasis will be placed on hig
 h-throughput analysis techniques leveraging machine learning and neural ne
 tworks. Additionally\, I will present specific examples from cellular and 
 molecular biology\, including embryonic cells\, bacterial cells\, and endo
 somal transport.&nbsp\;
LOCATION:Seminar Room 1\, Newton Institute
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