About: From Nonlinearity to Causality: Statistical Testing and Inference of Physical Mechanisms Underlying Complex Dynamics

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	Principles and applications of statistical testing as a tool for inference of underlying mechanisms from experimental time series are discussed. The computational realizations of the test null hypothesis known as the surrogate data are introduced within the context of discerning nonlinear dynamics from noise, and discussed in examples of testing for nonlinearity in atmospheric dynamics, solar cycle and brain signals. The concept is further generalized for detection of directional interactions, or causality in bivariate time series. Principles and applications of statistical testing as a tool for inference of underlying mechanisms from experimental time series are discussed. The computational realizations of the test null hypothesis known as the surrogate data are introduced within the context of discerning nonlinear dynamics from noise, and discussed in examples of testing for nonlinearity in atmospheric dynamics, solar cycle and brain signals. The concept is further generalized for detection of directional interactions, or causality in bivariate time series. (en) Diskutujeme principy a aplikace statistického testování jako nástroje odhalování mechanismu generujících pozorované časové rady. Popisujeme numerické generování realizaci nulových hypotéz v kontextu odlišení nelineární dynamiky od sumu. Uvádíme příklady testování nelinearity v dynamice atmosféry, slunečního cyklu a v signálech lidského mozku. Metodologii dále zobecňujeme k využití v testování kauzality ve dvourozměrných časových řadách. (cs)
Title	From Nonlinearity to Causality: Statistical Testing and Inference of Physical Mechanisms Underlying Complex Dynamics Od nelinearity ke kauzalite: Statistické testování a inference fyzikálních mechanismů vedoucích ke složité dynamice (cs) From Nonlinearity to Causality: Statistical Testing and Inference of Physical Mechanisms Underlying Complex Dynamics (en)
skos:prefLabel	From Nonlinearity to Causality: Statistical Testing and Inference of Physical Mechanisms Underlying Complex Dynamics Od nelinearity ke kauzalite: Statistické testování a inference fyzikálních mechanismů vedoucích ke složité dynamice (cs) From Nonlinearity to Causality: Statistical Testing and Inference of Physical Mechanisms Underlying Complex Dynamics (en)
skos:notation	RIV/67985807:_____/07:00308084!RIV08-AV0-67985807
http://linked.open.../vavai/riv/strany	307;348
http://linked.open...avai/riv/aktivita	P R Z
http://linked.open...avai/riv/aktivity	P(IAA3042401), R, Z(AV0Z10300504)
http://linked.open...iv/cisloPeriodika	6
http://linked.open...vai/riv/dodaniDat	2008
http://linked.open...aciTvurceVysledku	Paluš, Milan
http://linked.open.../riv/druhVysledku	J - Článek v odborném periodiku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Ústav informatiky AV ČR, v. v. i.
http://linked.open...dnocenehoVysledku	422669
http://linked.open...ai/riv/idVysledku	RIV/67985807:_____/07:00308084
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	inference; statistical testing; time series; surrogate data; nonlinearity; causality (en)
http://linked.open.../riv/klicoveSlovo	inference time series statistical testing nonlinearity causality surrogate data
http://linked.open...odStatuVydavatele	GB - Spojené království Velké Británie a Severního Irska
http://linked.open...ontrolniKodProRIV	[9EF1FC4EB183]
http://linked.open...i/riv/nazevZdroje	Contemporary Physics
http://linked.open...in/vavai/riv/obor	BB
http://linked.open...ichTvurcuVysledku	1 (xsd:int)
http://linked.open...cetTvurcuVysledku	1 (xsd:int)
http://linked.open...vavai/riv/projekt	Solar and geomagnetic effects on the Northern Hemisphere tropospheric circulation
http://linked.open...UplatneniVysledku	2007
http://linked.open...v/svazekPeriodika	48
http://linked.open...iv/tvurceVysledku	Paluš, Milan
http://linked.open...n/vavai/riv/zamer	Informatika pro informační společnost: modely, algoritmy, aplikace
issn	0010-7514
number of pages	42 (xsd:int)
is http://linked.open...avai/riv/vysledek of	From Nonlinearity to Causality: Statistical Testing and Inference of Physical Mechanisms Underlying Complex Dynamics From Nonlinearity to Causality: Statistical Testing and Inference of Physical Mechanisms Underlying Complex Dynamics From Nonlinearity to Causality: Statistical Testing and Inference of Physical Mechanisms Underlying Complex Dynamics

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