{"product_id":"time-series-analysis","title":"Time Series Analysis","description":"\u003cp\u003eTime Series Analysis by E. J. Hannan \u003cbr\u003e1960\u003c\/p\u003e\n\u003cp\u003eThis book is a mathematically rigorous treatment of time series analysis, focusing on the statistical methods used to analyze data observed sequentially over time. It is one of the early foundational texts in the field, contributing to the development of modern statistical signal processing and econometrics.\u003c\/p\u003e\n\u003cp\u003eHannan begins by establishing the theoretical framework for stochastic processes, particularly stationary processes, which are central to time series modeling. The book emphasizes the use of probability theory and linear algebra to describe temporal dependence in data.\u003c\/p\u003e\n\u003cp\u003eKey topics include:\u003c\/p\u003e\n\u003cp\u003eAutocorrelation and covariance functions: measuring dependence between observations at different time lags\u003cbr\u003eSpectral analysis: representing time series in the frequency domain to identify periodic components\u003cbr\u003eLinear filtering: transforming time series to extract signals or reduce noise\u003cbr\u003eEstimation techniques: methods for identifying model parameters from observed data\u003c\/p\u003e\n\u003cp\u003eThe text also explores the relationship between time-domain and frequency-domain approaches, providing a unified perspective on analysis methods.\u003c\/p\u003e\n\u003cp\u003eApplications discussed are primarily theoretical, but the techniques are relevant to areas such as:\u003c\/p\u003e\n\u003cp\u003eEconomics and econometrics\u003cbr\u003eEngineering and signal processing\u003cbr\u003ePhysical sciences involving temporal measurements\u003c\/p\u003e","brand":"Stemcell Science Shop","offers":[{"title":"Default Title","offer_id":51038985519389,"sku":"TI-4995","price":15.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0059\/0158\/2449\/files\/IMG_6896.jpg?v=1776123236","url":"https:\/\/stemcell.eco\/products\/time-series-analysis","provider":"Stemcell Science Shop","version":"1.0","type":"link"}