The concept of information at the interface between statistics and systems biology
- Prelegent(ci)
- Michal Komorowski
- Afiliacja
- IPPT Homing+
- Termin
- 10 kwietnia 2013 16:15
- Pokój
- p. 5820
- Seminarium
- Seminarium Zakładu Biomatematyki i Teorii Gier
The purpose of the talk is to discuss intricacies of quantifying
information in some problems arising at the interface between statistic
and biology. Behaviour generated by interacting molecules, cells or
tissues is not random but focuses on sustaining life processes.
Sustaining life, however, is to the large extend based on information
storage, transmission and processing with examples ranging from the
iconic DNA double-helix through signal transduction pathways to
proteomic and metabolic networks. Understanding how information is
processed in living cells and organism is therefore one of the crucial
elements to understand how life is sustained.
The concept of information however is also inherent to statistics with
Fisher and Shannon as most well known concepts. It has been
originally associated with a precision parameters can be estimated in
an experiment. Alternative approach by C. Shannon arose on the basic
of communication theory and was later assimilated by statistical
sciences.
In the talk I will discuss relationships between such objects as
posterior distribution, Shannon Information, Fisher Information and
Jeffrey's prior. Using examples of experimental design techniques and
signal transduction pathways I will demonstrate how statistical theory
can be used to better understand biological systems at the cellular
level.