Principles of Time Series Analysis

Robert A. M. Gregson · 2016

Inthisstudyofnonlineardynamicalsystems(NDS),aswithanyother approachtobuildingstatisticalmodels,wehavetobemindfulofthreesorts ofquestions.Whataretheeventsinthephysicalworldandinourmental covariatesofthatworldweseektomodel?Whatcanwechooseasrepresentationalstructuresinsymbols,algebra,orlogicalrelationsthatareintrinsicallytractable?Andwhatrulescanweadoptforevaluatingtherelative worthofalternativemodelsoftherealworld?Itispossibletobuildgeneral theoriesabout‡ndingahierarchicalorderforalternativemodels,butthese areincomplete(Speekenbrink,2003).Thesethreeareasofdiscourse,data, models,andmappingbetweendataandmodels,allinvolvedecisionsabout whatisthoughttobescienti‡callyrelevantandpotentiallyfruitfultopredict in a wider range of apparently related scenarios.

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