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dc.contributor.editorHumeau-Heurtier, Anne
dc.date.accessioned2021-05-01T15:45:22Z
dc.date.available2021-05-01T15:45:22Z
dc.date.issued2020
dc.identifierONIX_20210501_9783039433407_1012
dc.identifier.urihttps://directory.doabooks.org/handle/20.500.12854/69266
dc.description.abstractMultiscale entropy (MSE) measures to evaluate the complexity of time series by taking into account the multiple time scales in physical systems were proposed in the early 2000s. Since then, these approaches have received a great deal of attention and have been used in a wide range of applications. Multivariate approaches have also been developed. The algorithms for an MSE approach are composed of two main steps: (i) a coarse-graining procedure to represent the system’s dynamics on different scales and (ii) the entropy computation for the original signal and for the coarse-grained time series to evaluate the irregularity for each scale. Moreover, different entropy measures have been associated with the coarse-graining approach, each one having its advantages and drawbacks. In this Special Issue, we gathered 24 papers focusing on either the theory or applications of MSE approaches. These papers can be divided into two groups: papers that propose new developments in entropy-based measures or improve the understanding of existing ones (9 papers) and papers that propose new applications of existing entropy-based measures (14 papers). Moreover, one paper presents a review of cross-entropy methods and their multiscale approaches.
dc.languageEnglish
dc.subject.classificationbic Book Industry Communication::T Technology, engineering, agriculture::TB Technology: general issues::TBX History of engineering & technology
dc.subject.otherelectrocardiogram
dc.subject.otherheart rate variability
dc.subject.othermultiscale distribution entropy
dc.subject.otherRR interval
dc.subject.othershort-term inter-beat interval
dc.subject.otherAlzheimer disease
dc.subject.otherfunctional near infra-red spectroscopy
dc.subject.othersignal complexity
dc.subject.otherclock drawing test
dc.subject.otherdigit span test
dc.subject.othercorsi block tapping test
dc.subject.otherstructural health monitoring
dc.subject.othermulti-scale
dc.subject.othercomposite cross-sample entropy
dc.subject.otherPD
dc.subject.otherfault diagnosis
dc.subject.othervariational mode decomposition
dc.subject.othermulti-scale dispersion entropy
dc.subject.otherHMSVM
dc.subject.othermultiscale entropy
dc.subject.otherembodied media
dc.subject.othertele-communication
dc.subject.otherhumanoid
dc.subject.otherprefrontal cortex
dc.subject.otherhuman behavior
dc.subject.othercomplexity
dc.subject.otherpage view
dc.subject.othersample entropy
dc.subject.otherWikipedia
dc.subject.othermissing values
dc.subject.otherphysiological data
dc.subject.othermedical information
dc.subject.otherpostural stability index
dc.subject.otherstability states
dc.subject.otherensemble empirical mode decomposition
dc.subject.othergait
dc.subject.otherMultiscale Permutation Entropy
dc.subject.otherordinal patterns
dc.subject.otherestimator variance
dc.subject.otherCramér–Rao Lower Bound
dc.subject.otherfinite-length signals
dc.subject.othernonlinear dynamics
dc.subject.othermultiscale indices
dc.subject.othercardiac risk stratification
dc.subject.otherHolter
dc.subject.otherlong term monitoring
dc.subject.othermultifractal spectrum
dc.subject.othermultiscale time irreversibility
dc.subject.otherpredictability
dc.subject.othermultiscale analysis
dc.subject.otherentropy rate
dc.subject.othermemory effect
dc.subject.otherfinancial time series
dc.subject.otherentropy
dc.subject.othercardiac autonomic neuropathy
dc.subject.otherdiabetes
dc.subject.othermental workload
dc.subject.othermotif
dc.subject.othermulti-scale entropy
dc.subject.otherpermutation entropy
dc.subject.otherHRV
dc.subject.otherSVM
dc.subject.othermultivariate multiscale dispersion entropy
dc.subject.othermultivariate time series
dc.subject.otherelectroencephalogram
dc.subject.othermagnetoencephalogram
dc.subject.otherCPD
dc.subject.otherEEG
dc.subject.othersleep staging
dc.subject.othertensor decomposition
dc.subject.otherpreterm neonate
dc.subject.otherbearing fault diagnosis
dc.subject.otherweak fault
dc.subject.othermulti-component signal
dc.subject.otherlocal robust principal component analysis
dc.subject.othermulti-scale permutation entropy
dc.subject.otherbrain complexity
dc.subject.otherdynamic functional connectivity
dc.subject.otheredge complexity
dc.subject.otherfluid intelligence
dc.subject.othernode complexity
dc.subject.otherresting-state functional magnetic resonance imaging
dc.subject.otheraging
dc.subject.otherconsolidation
dc.subject.otherdefault mode network
dc.subject.otherepisodic memory
dc.subject.otherfMRI
dc.subject.othernetwork complexity
dc.subject.otherresting state
dc.subject.othercopula density
dc.subject.otherdependency structures
dc.subject.otherVoronoi decomposition
dc.subject.otherambient temperature
dc.subject.othertelemetry
dc.subject.othersystolic blood pressure
dc.subject.otherpulse interval
dc.subject.otherthermoregulation
dc.subject.othervasopressin
dc.subject.othercenter of pressure
dc.subject.otherfalls
dc.subject.otherpostural control
dc.subject.othercross-entropy
dc.subject.othermultiscale cross-entropy
dc.subject.otherasynchrony
dc.subject.othercoupling
dc.subject.othercross-sample entropy
dc.subject.othercross-approximate entropy
dc.subject.othercross-distribution entropy
dc.subject.othercross-fuzzy entropy
dc.subject.othercross-conditional entropy
dc.subject.othereye movement events detection
dc.subject.othernonlinear analysis time series analysis
dc.subject.otherapproximate entropy
dc.subject.otherfuzzy entropy
dc.subject.othermultilevel entropy map
dc.subject.othertime-scale decomposition
dc.subject.otherheart sound
dc.subject.otherICEEMDAN
dc.subject.otherRCMDE
dc.subject.otherFisher ratio
dc.subject.otherbiometric characterization
dc.subject.othermulti-scale entropy (MSE)
dc.subject.othervector autoregressive fractionally integrated (VARFI) models
dc.subject.otherheart rate variability (HRV)
dc.subject.othersystolic arterial pressure (SAP)
dc.subject.othermultivariate data
dc.titleMultiscale Entropy Approaches and Their Applications
dc.typebook
oapen.identifier.doi10.3390/books978-3-03943-341-4
oapen.relation.isPublishedBy46cabcaa-dd94-4bfe-87b4-55023c1b36d0
oapen.relation.isbn9783039433407
oapen.relation.isbn9783039433414
oapen.pages446
oapen.place.publicationBasel, Switzerland


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