Time series analysis via network science: Concepts and algorithms

VF Silva, ME Silva, P Ribeiro… - … Reviews: Data Mining …, 2021 - Wiley Online Library
There is nowadays a constant flux of data being generated and collected in all types of real
world systems. These data sets are often indexed by time, space, or both requiring …

Analysis and classification of sleep stages based on difference visibility graphs from a single-channel EEG signal

G Zhu, Y Li, P Wen - IEEE journal of biomedical and health …, 2014 - ieeexplore.ieee.org
The existing sleep stages classification methods are mainly based on time or frequency
features. This paper classifies the sleep stages based on graph domain features from a …

Visibility algorithms: A short review

AM Nuñez, L Lacasa, JP Gomez… - New frontiers in graph …, 2012 - books.google.com
Disregarding any underlying process (and therefore any physical, chemical, economical or
whichever meaning of its mere numeric values), we can consider a time series just as an …

Intermittency route to self-excited chaotic thermoacoustic oscillations

Y Guan, V Gupta, LKB Li - Journal of Fluid Mechanics, 2020 - cambridge.org
In nonlinear dynamics, there are three classic routes to chaos, namely the period-doubling
route, the Ruelle–Takens–Newhouse route and the intermittency route. The first two routes …

Natural visibility encoding for time series and its application in stock trend prediction

Y Huang, X Mao, Y Deng - Knowledge-Based Systems, 2021 - Elsevier
As a newly developed method, the natural visibility graph (NVG) has attracted great
attention. Most of the previous research focuses on exploring the time series using the NVG …

Visibility graph analysis of geophysical time series: Potentials and possible pitfalls

RV Donner, JF Donges - Acta Geophysica, 2012 - Springer
Recently, complex network approaches to time series analysis have been developed and
successfully applied to geophysical records. In this paper, the visibility graph approach is re …

From the time series to the complex networks: The parametric natural visibility graph

IV Bezsudnov, AA Snarskii - Physica A: Statistical Mechanics and its …, 2014 - Elsevier
We present the modification of natural visibility graph (NVG) algorithm used for the map**
of the time series to the complex networks (graphs). We propose the parametric natural …

Analysis of alcoholic EEG signals based on horizontal visibility graph entropy

G Zhu, Y Li, P Wen, S Wang - Brain informatics, 2014 - Springer
This paper proposes a novel horizontal visibility graph entropy (HVGE) approach to evaluate
EEG signals from alcoholic subjects and controlled drinkers and compare with a sample …

The chaotic, self-similar and hierarchical patterns in Bitcoin and Ethereum price series

A Partida, S Gerassis, R Criado, M Romance… - Chaos, Solitons & …, 2022 - Elsevier
Abstract Bitcoin (BTC) and Ethereum (ETH), pioneering public blockchains implementations,
are two fundamental levers to register and transfer digital value. This article studies the …

Forced synchronization of self-excited chaotic thermoacoustic oscillations

Y Guan, B Yin, Z Yang, LKB Li - Journal of Fluid Mechanics, 2024 - cambridge.org
We experimentally investigate the forced synchronization of a self-excited chaotic
thermoacoustic oscillator with two natural frequencies, plane. This study extends the …