G2TT
来源类型Conference or Workshop Item (Poster)
规范类型其他
Anticipating Recessions using Inclination Analysis.
Shchekinova E; Puchkova A; Rovenskaya E; Dieckmann U
发表日期2017
出处IIASA Institutional Evaluation 2017, 27 February-1 March 2017, IIASA, Laxenburg, Austria
出版年2017
语种英语
摘要Recessions are economic downturns that can be recognized from macro-indicators such as the Dow Jones Industrial Average (DJIA) and the Federal Reserve Interest Rate (FRIR). To provide early-warning signals of recessions and similar systemic transitions, here we propose a new approach based on pattern recognition, called inclination analysis [1, 2]. For this purpose, we develop a stochastic model based on time-series analysis to assess the probability of a recession to occur at a given moment in the past, present, or future. Calibrating our model to data proceeds in three steps, involving the coarse-graining of the available input time series, the identification of short series motifs that foreshadow recessions, and the optimization of key model parameters according to the model’s desired forecasting horizon.
主题Advanced Systems Analysis (ASA) ; Evolution and Ecology (EEP)
URLhttp://pure.iiasa.ac.at/id/eprint/14425/
来源智库International Institute for Applied Systems Analysis (Austria)
资源类型智库出版物
条目标识符http://119.78.100.153/handle/2XGU8XDN/132756
推荐引用方式
GB/T 7714
Shchekinova E,Puchkova A,Rovenskaya E,et al. Anticipating Recessions using Inclination Analysis.. 2017.
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