{"product_id":"classification-and-clustering-of-time-series-von-jorge-caiado","title":"Classification and clustering of time series","description":"\u003cp\u003eClassification and clustering of time series is  becoming an important area of research in several  fields, such as economics, marketing, business,  finance, medicine, biology, physics, psychology,  zoology, and many others. For example, in economics  we may be interested in classifying the economic  situation of a country by looking at some time  series indicators, such as Gross National Product,  disposable income,  unemployment rate or inflation rate. In this book, we propose new measures of distance  between time series based on the autocorrelations,  partial and inverse autocorrelations,  and periodogram ordinates. The use of both  hierarchical and nonhierarchical clustering  algorithms is considered. We also introduce time and frequency domain based  metrics for classification of time  series with unequal lengths. As economic applications, we present two  illustrative examples. The first uses economic time  series data to identify similarities among  industrial production series in the United States.  The second applies the interpolated periodogram  based method for classifying time series with  unequal lengths of industrialized countries.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783838341811\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783838341811","offer_id":39498893623389,"sku":"9783838341811","price":79.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/a4474812-300c-4c1e-9623-9044a3b6af04.jpg?v=1781586988","url":"https:\/\/shop.autorenwelt.de\/products\/classification-and-clustering-of-time-series-von-jorge-caiado","provider":"Autorenwelt Shop","version":"1.0","type":"link"}