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Exploiting deterministic features in apparently stochastic data

delete2022-11-18
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OA
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R
Ruedi Stoop *
G
Giuseppe Orlando
M
Michele Bufalo
F
Fabio Della Rossa
DOI:10.1038/s41598-022-23212-xdelete
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摘要

摘要

En 中文
Many processes in nature are the result of many coupled individual subsystems (like population dynamics or neurosystems). Not always such systems exhibit simple stable behaviors that in the past science has mostly focused on. Often, these systems are characterized by bursts of seemingly stochastic activity, interrupted by quieter periods. The hypothesis is that the presence of a strong deterministic ingredient is often obscured by the stochastic features. We test this by modeling classically stochastic considered real-world data from both, the stochastic as well as the deterministic approaches to find that the deterministic approach's results level with those from the stochastic side. Moreover, the deterministic approach is shown to reveal the full dynamical systems landscape, which can be exploited for steering the dynamics into a desired regime.
Keyword:
PROFITABILITY
PERSISTENCE
VOLATILITY
EXPONENTS
ENTROPY
SYSTEM
RISK
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期刊

Scientific Reports 封面图
Scientific Reports
IF:
3.9
论文数:
27.9W
被引数:
83.5W

机构

U
universita degli studi di bari aldo moro
学者数:
2.1W
论文数: 1.6W
被引数: 9
E
ETH Zurich
学者数:
3.0W
论文数: 2.4W
被引数: 8.4W
S
swiss federal institutes of technology domain
学者数:
9.0W
论文数: 8.0W
被引数: 163
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