Session 6: Panel A
- Krzysztof Burnecki ()
Czeslaw Jedrzejek (Poznan University of Technology)
Machine learning (ML), a fundamental concept of AI research, has recently been dominated by advanced statistical techniques (known as deep learning). The origin the methods comes from network optimization and prior knowledge of brain with serious physics inputs. The progress in theoretical architectural models (such as Recurrent Neural Networks (RNN, Convolutional Neural Networks, Long...
Andrzej Fulinski (M. Smoluchowski Institute of Physics, Jagiellonian University, Łojasiewicza 11, Kraków, Poland Polish Academy of Arts & Sciences, Sławkowska 17, 31-016 Kraków, Poland)
Detection and quantification of presence of memory in various stochastic and chaotic processes is discussed. Short introduction of definitions, signatures, and measures is presented, and several examples of the application of the introduced formalism are discussed in detail. These examples show that nonmarkovian are: most of proceses with stationary correlation function $C(t,s)=C(|t-s|)$...
Massimiliano Giona (University of Rome La Sapienza DICMA)
Langevin equations driven by vector-valued Wiener noise represent the prototypical model of evolution equations for a physical system driven by a deterministic velocity field in the presence of superimposed stochastic fluctuations. The statistical nature of a Wiener process can be regarded as the natural legacy of a large number ansatz, in which the effects of many unknown and...
179. An anomalous diffusion approach to stochastic modeling for single molecule tracking of receptors and proteins at cell surface
Aleksander Weron (Hugo Steinhaus Center, Faculty of Pure and Applied Mathematics, Politechnika Wrocławska)
The Nobel Prize in Physiology or Medicine 2009 was awarded for the discovery of how chromosomes are protected by telomeres and the enzyme telomerase. The Nobel Prize in Chemistry 2012 was given for studies of G-protein-coupled receptors and the Nobel Prize in Chemistry 2014 was presented for the development of superresolved fluorescence microscopy. Definitely, the research behind these Nobel...