Conveners
Session 6: Panel A
- Krzysztof Burnecki (Wroclaw University of Science and Technology)
Czeslaw Jedrzejek
(Poznan University of Technology)
05/09/2017, 14:00
oral
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)
05/09/2017, 14:30
oral
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)
05/09/2017, 14:50
oral
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...
Aleksander Weron
(Hugo Steinhaus Center, Faculty of Pure and Applied Mathematics, Politechnika Wrocławska)
05/09/2017, 15:10
oral
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...